Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 1 | /* |
Francesco.Petrogalli@arm.com | 193cad3 | 2022-03-07 13:39:21 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2020, 2022 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" |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 28 | #include "gemm_hybrid.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 29 | #include "gemm_hybrid_indirect.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 30 | #include "gemm_implementation.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 31 | #include "gemm_interleaved.hpp" |
| 32 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 33 | #include "kernels/a64_gemm_s16_8x12.hpp" |
| 34 | #include "kernels/a64_gemm_s8_8x12.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 35 | #include "kernels/a64_gemm_s8_4x4.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 36 | #include "kernels/a64_hybrid_s8s32_dot_6x16.hpp" |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 37 | #include "kernels/a64_hybrid_s8s32_mmla_6x16.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 38 | #include "kernels/a64_interleaved_s8s32_mmla_8x12.hpp" |
| 39 | #include "kernels/a64_smallK_hybrid_s8s32_dot_6x4.hpp" |
| 40 | #include "kernels/a64_smallK_hybrid_s8s32_dot_8x4.hpp" |
| 41 | |
| 42 | #include "kernels/sve_hybrid_s8s32_dot_6x4VL.hpp" |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 43 | #include "kernels/sve_hybrid_s8s32_mmla_6x4VL.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 44 | #include "kernels/sve_interleaved_s8s32_dot_8x3VL.hpp" |
| 45 | #include "kernels/sve_interleaved_s8s32_mmla_8x3VL.hpp" |
| 46 | #include "kernels/sve_smallK_hybrid_s8s32_dot_8x1VL.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 47 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 48 | namespace arm_gemm { |
| 49 | |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 50 | static const GemmImplementation<int8_t, int32_t> gemm_s8_methods[] = { |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 51 | #ifdef ARM_COMPUTE_ENABLE_SVE |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 52 | GemmImplementation<int8_t, int32_t>::with_estimate( |
| 53 | GemmMethod::GEMM_HYBRID, |
| 54 | "sve_hybrid_s8s32_mmla_6x4VL", |
| 55 | [](const GemmArgs &args) { return args._ci->has_svei8mm(); }, |
| 56 | [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_s8s32_mmla_6x4VL, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
| 57 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_s8s32_mmla_6x4VL, int8_t, int32_t>(args); } |
| 58 | ), |
| 59 | GemmImplementation<int8_t, int32_t>::with_estimate( |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 60 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 61 | "sve_interleaved_s8s32_mmla_8x3VL", |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 62 | [](const GemmArgs &args) { return args._ci->has_svei8mm() && (args._Ksize>8); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 63 | [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_s8s32_mmla_8x3VL, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 64 | [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_s8s32_mmla_8x3VL, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 65 | ), |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 66 | { |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 67 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 68 | "sve_smallK_hybrid_s8s32_dot_8x1VL", |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 69 | [](const GemmArgs &args) { return args._ci->has_svei8mm() && args._Ksize<=64 && !args._indirect_input; }, |
Gunes Bayir | e42a87f | 2021-09-13 13:24:38 +0100 | [diff] [blame] | 70 | [](const GemmArgs &args) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 71 | [](const GemmArgs &args) { return new GemmHybrid<cls_sve_smallK_hybrid_s8s32_dot_8x1VL, int8_t, int32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 72 | }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 73 | GemmImplementation<int8_t, int32_t>::with_estimate( |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 74 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 75 | "sve_hybrid_s8s32_dot_6x4VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 76 | [](const GemmArgs &args) { return args._ci->has_sve() && args._Ksize>=16; }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 77 | [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_s8s32_dot_6x4VL, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 78 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_s8s32_dot_6x4VL, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 79 | ), |
| 80 | GemmImplementation<int8_t, int32_t>::with_estimate( |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 81 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 82 | "sve_interleaved_s8s32_dot_8x3VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 83 | [](const GemmArgs &args) { return args._ci->has_sve() && (args._Ksize>4); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 84 | [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_s8s32_dot_8x3VL, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 85 | [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_s8s32_dot_8x3VL, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 86 | ), |
| 87 | #endif // ARM_COMPUTE_ENABLE_SVE |
| 88 | GemmImplementation<int8_t, int32_t>::with_estimate( |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 89 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 90 | "a64_interleaved_s8s32_mmla_8x12", |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 91 | [](const GemmArgs &args) { return args._ci->has_i8mm() && (args._Ksize>8); }, |
| 92 | [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_s8s32_mmla_8x12, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 93 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_s8s32_mmla_8x12, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 94 | ), |
| 95 | GemmImplementation<int8_t, int32_t>::with_estimate( |
| 96 | GemmMethod::GEMM_HYBRID, |
| 97 | "a64_hybrid_s8s32_mmla_6x16", |
| 98 | [](const GemmArgs &args) { return args._ci->has_i8mm(); }, |
| 99 | [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_s8s32_mmla_6x16, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
| 100 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_s8s32_mmla_6x16, int8_t, int32_t>(args); } |
| 101 | ), |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 102 | { |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 103 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 104 | "a64_smallK_hybrid_s8s32_dot_8x4", |
| 105 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._indirect_input; }, |
Gunes Bayir | e42a87f | 2021-09-13 13:24:38 +0100 | [diff] [blame] | 106 | [](const GemmArgs &args) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 107 | [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_s8s32_dot_8x4, int8_t, int32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 108 | }, |
| 109 | { |
| 110 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 111 | "a64_smallK_hybrid_s8s32_dot_6x4", |
| 112 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && !args._indirect_input; }, |
Gunes Bayir | e42a87f | 2021-09-13 13:24:38 +0100 | [diff] [blame] | 113 | [](const GemmArgs &args) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 114 | [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_s8s32_dot_6x4, int8_t, int32_t>(args); } |
| 115 | }, |
| 116 | { |
| 117 | GemmMethod::GEMM_INTERLEAVED, |
| 118 | "a64_gemm_s16_8x12", |
| 119 | nullptr, |
Georgios Pinitas | cd22cbf | 2020-12-02 16:06:01 +0000 | [diff] [blame] | 120 | [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && ((args._Msize > 28) || ((args._Msize % 8) > 4)); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 121 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_s16_8x12, int8_t, int32_t>(args); }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 122 | }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 123 | GemmImplementation<int8_t, int32_t>::with_estimate( |
| 124 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 125 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 126 | "a64_hybrid_s8s32_dot_6x16", |
| 127 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 128 | [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_s8s32_dot_6x16, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 129 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_s8s32_dot_6x16, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 130 | ), |
| 131 | GemmImplementation<int8_t, int32_t>::with_estimate( |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 132 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 133 | "a64_gemm_s8_8x12", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 134 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 135 | [](const GemmArgs &args) { return GemmInterleaved<cls_a64_gemm_s8_8x12, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 136 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_s8_8x12, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 137 | ), |
| 138 | GemmImplementation<int8_t, int32_t>::with_estimate( |
David Mansell | 9e698d5 | 2020-08-25 15:02:02 +0100 | [diff] [blame] | 139 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 140 | "a64_gemm_s8_4x4", |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 141 | nullptr, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 142 | [](const GemmArgs &args) { return GemmInterleaved<cls_a64_gemm_s8_4x4, int8_t, int32_t>::estimate_cycles<int32_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 143 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_s8_4x4, int8_t, int32_t>(args); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 144 | ), |
| 145 | |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 146 | { |
| 147 | GemmMethod::DEFAULT, |
| 148 | "", |
| 149 | nullptr, |
| 150 | nullptr, |
| 151 | nullptr |
| 152 | } |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 153 | }; |
| 154 | |
| 155 | template<> |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 156 | const GemmImplementation<int8_t, int32_t> *gemm_implementation_list<int8_t, int32_t>() { |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 157 | return gemm_s8_methods; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 158 | } |
| 159 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 160 | /* Explicitly instantiate the external functions for these types. */ |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 161 | template UniqueGemmCommon<int8_t, int32_t> gemm<int8_t, int32_t, Nothing>(const GemmArgs &args, const Nothing &); |
Francesco Petrogalli | 553f695 | 2022-06-30 10:22:01 +0000 | [diff] [blame^] | 162 | template bool has_opt_gemm<int8_t, int32_t, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &); |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 163 | template std::vector<KernelDescription> get_compatible_kernels<int8_t, int32_t, Nothing> (const GemmArgs &args, const Nothing &); |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 164 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 165 | } // namespace arm_gemm |
| 166 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 167 | #endif // __aarch64__ |