Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 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 | #ifdef __aarch64__ |
| 25 | |
| 26 | #include "arm_gemm.hpp" |
| 27 | #include "gemm_common.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 28 | #include "gemm_implementation.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 29 | #include "gemm_interleaved.hpp" |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame^] | 30 | #include "gemm_interleaved_pretransposed_2d.hpp" |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 31 | #include "gemm_hybrid.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 32 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 33 | #include "kernels/a64_gemm_u16_12x8.hpp" |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 34 | #include "kernels/a64_gemm_u8_12x8.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 35 | #include "kernels/a64_gemm_u8_4x4.hpp" |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 36 | #include "kernels/a64_hybrid_u8u32_dot_16x4.hpp" |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 37 | #include "kernels/a64_interleaved_u8u32_mmla_12x8.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 38 | #include "kernels/a64_smallK_hybrid_u8u32_dot_4x6.hpp" |
| 39 | #include "kernels/a64_smallK_hybrid_u8u32_dot_4x8.hpp" |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 40 | #include "kernels/sve_hybrid_u8u32_dot_4VLx4.hpp" |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 41 | #include "kernels/sve_interleaved_u8u32_dot_3VLx8.hpp" |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 42 | #include "kernels/sve_interleaved_u8u32_mmla_3VLx8.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 43 | #include "kernels/sve_smallK_hybrid_u8u32_dot_1VLx8.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 44 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 45 | namespace arm_gemm { |
| 46 | |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 47 | static const GemmImplementation<uint8_t, uint32_t> gemm_u8_methods[] = { |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 48 | #ifdef __ARM_FEATURE_SVE |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 49 | #ifdef MMLA_INT8 |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 50 | { |
| 51 | GemmMethod::GEMM_INTERLEAVED, |
| 52 | "interleaved_u8u32_mmla_3VLx8", |
| 53 | [](const GemmArgs &args) { return (args._Ksize>8); }, |
| 54 | nullptr, |
| 55 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_u8u32_mmla_3VLx8, uint8_t, uint32_t>(args); } |
| 56 | }, |
| 57 | #endif |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 58 | { |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 59 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 60 | "smallK_hybrid_u8u32_dot_1VLx8", |
Georgios Pinitas | 0cc50ed | 2020-07-06 19:10:38 +0100 | [diff] [blame] | 61 | [](const GemmArgs &args) { return args._Ksize<=64; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 62 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 63 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_u8u32_dot_1VLx8, uint8_t, uint32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 64 | }, |
| 65 | { |
| 66 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 67 | "hybrid_u8u32_dot_4VLx4", |
Georgios Pinitas | 0cc50ed | 2020-07-06 19:10:38 +0100 | [diff] [blame] | 68 | [](const GemmArgs &args) { return args._Ksize>=16; }, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 69 | [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, |
| 70 | [](const GemmArgs &args) { return new GemmHybrid<hybrid_u8u32_dot_4VLx4, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 71 | }, |
| 72 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 73 | GemmMethod::GEMM_INTERLEAVED, |
| 74 | "interleaved_u8u32_dot_3VLx8", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 75 | [](const GemmArgs &args) { return (args._Ksize>4); }, |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 76 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 77 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_u8u32_dot_3VLx8, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 78 | }, |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 79 | #endif |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 80 | #ifdef MMLA_INT8 |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 81 | { |
| 82 | GemmMethod::GEMM_INTERLEAVED, |
| 83 | "interleaved_u8u32_mmla_12x8", |
| 84 | [](const GemmArgs &args) { return (args._Ksize>8); }, |
| 85 | nullptr, |
| 86 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_u8u32_mmla_12x8, uint8_t, uint32_t>(args); } |
| 87 | }, |
| 88 | #endif |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 89 | { |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 90 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 91 | "smallK_hybrid_u8u32_dot_4x8", |
Georgios Pinitas | 0cc50ed | 2020-07-06 19:10:38 +0100 | [diff] [blame] | 92 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32); }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 93 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 94 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_u8u32_dot_4x8, uint8_t, uint32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 95 | }, |
| 96 | { |
| 97 | GemmMethod::GEMM_HYBRID, |
| 98 | "smallK_hybrid_u8u32_dot_4x6", |
Georgios Pinitas | 0cc50ed | 2020-07-06 19:10:38 +0100 | [diff] [blame] | 99 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64); }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 100 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 101 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_u8u32_dot_4x6, uint8_t, uint32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 102 | }, |
| 103 | { |
| 104 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 105 | "hybrid_u8u32_dot_16x4", |
Georgios Pinitas | 0cc50ed | 2020-07-06 19:10:38 +0100 | [diff] [blame] | 106 | [](const GemmArgs &args) { return args._ci->has_dotprod() && args._Ksize>=16; }, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 107 | [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, |
| 108 | [](const GemmArgs &args) { return new GemmHybrid<hybrid_u8u32_dot_16x4, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 109 | }, |
| 110 | { |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame^] | 111 | GemmMethod::GEMM_INTERLEAVED_2D, |
| 112 | "gemm_u8_12x8_2d", |
| 113 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
| 114 | [](const GemmArgs &args) { return (args._maxthreads >= 8) && (args._Msize >= 8) && (args._Nsize >= 8) ; }, |
| 115 | [](const GemmArgs &args) { return new GemmInterleavedPretransposed2d<gemm_u8_12x8, uint8_t, uint32_t>(args); } |
| 116 | }, |
| 117 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 118 | GemmMethod::GEMM_INTERLEAVED, |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame^] | 119 | "gemm_u8_12x8_1d", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 120 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 121 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 122 | [](const GemmArgs &args) { return new GemmInterleaved<gemm_u8_12x8, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 123 | }, |
| 124 | { |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame^] | 125 | GemmMethod::GEMM_INTERLEAVED_2D, |
| 126 | "gemm_u8_4x4_2d", |
| 127 | nullptr, |
| 128 | [](const GemmArgs &args) { return (args._maxthreads >= 8) && (args._Msize >= 8) && (args._Nsize >= 8); }, |
| 129 | [](const GemmArgs &args) { return new GemmInterleavedPretransposed2d<gemm_u8_4x4, uint8_t, uint32_t>(args); } |
| 130 | }, |
| 131 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 132 | GemmMethod::GEMM_INTERLEAVED, |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame^] | 133 | "gemm_u8_4x4_1d", |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 134 | nullptr, |
| 135 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 136 | [](const GemmArgs &args) { return new GemmInterleaved<gemm_u8_4x4, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 137 | }, |
| 138 | { |
| 139 | GemmMethod::DEFAULT, |
| 140 | "", |
| 141 | nullptr, |
| 142 | nullptr, |
| 143 | nullptr |
| 144 | } |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 145 | }; |
| 146 | |
| 147 | template<> |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 148 | const GemmImplementation<uint8_t, uint32_t> *gemm_implementation_list<uint8_t, uint32_t>() { |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 149 | return gemm_u8_methods; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 150 | } |
| 151 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 152 | /* Explicitly instantiate the external functions for these types. */ |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 153 | template UniqueGemmCommon<uint8_t, uint32_t> gemm<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 154 | template KernelDescription get_gemm_method<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 155 | template std::vector<KernelDescription> get_compatible_kernels<uint8_t, uint32_t, Nothing> (const GemmArgs &args, const Nothing &); |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 156 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 157 | } // namespace arm_gemm |
| 158 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 159 | #endif // __aarch64__ |