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" |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 30 | #include "gemm_hybrid.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 31 | #include "gemm_hybrid_indirect.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 32 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 33 | #include "kernels/a64_gemm_u16_8x12.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 34 | #include "kernels/a64_gemm_u8_4x4.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 35 | #include "kernels/a64_gemm_u8_8x12.hpp" |
| 36 | #include "kernels/a64_hybrid_u8u32_dot_6x16.hpp" |
| 37 | #include "kernels/a64_interleaved_u8u32_mmla_8x12.hpp" |
| 38 | #include "kernels/a64_smallK_hybrid_u8u32_dot_6x4.hpp" |
| 39 | #include "kernels/a64_smallK_hybrid_u8u32_dot_8x4.hpp" |
| 40 | |
| 41 | #include "kernels/sve_hybrid_u8u32_dot_6x4VL.hpp" |
| 42 | #include "kernels/sve_interleaved_u8u32_dot_8x3VL.hpp" |
| 43 | #include "kernels/sve_interleaved_u8u32_mmla_8x3VL.hpp" |
| 44 | #include "kernels/sve_smallK_hybrid_u8u32_dot_8x1VL.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 45 | |
Anthony Barbier | 5f70773 | 2018-07-03 16:22:02 +0100 | [diff] [blame] | 46 | namespace arm_gemm { |
| 47 | |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 48 | static const GemmImplementation<uint8_t, uint32_t> gemm_u8_methods[] = { |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 49 | #ifdef __ARM_FEATURE_SVE |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 50 | #ifdef MMLA_INT8 |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 51 | { |
| 52 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 53 | "sve_interleaved_u8u32_mmla_8x3VL", |
Georgios Pinitas | 8a1ac61 | 2021-04-08 12:25:36 +0100 | [diff] [blame] | 54 | [](const GemmArgs &args) { return args._ci->has_sve() && (args._Ksize>8); }, |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 55 | [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 56 | [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 57 | }, |
| 58 | #endif |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 59 | { |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 60 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 61 | "smallK_hybrid_u8u32_dot_8x1VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 62 | [](const GemmArgs &args) { return args._ci->has_sve() && args._Ksize<=64 && !args._indirect_input; }, |
| 63 | [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 64 | [](const GemmArgs &args) { return new GemmHybrid<cls_sve_smallK_hybrid_u8u32_dot_8x1VL, uint8_t, uint32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 65 | }, |
| 66 | { |
| 67 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 68 | "sve_hybrid_u8u32_dot_6x4VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 69 | [](const GemmArgs &args) { return args._ci->has_sve(); }, |
| 70 | [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN && (((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8))); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 71 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 72 | }, |
| 73 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 74 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 75 | "sve_interleaved_u8u32_dot_8x3VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 76 | [](const GemmArgs &args) { return args._ci->has_sve() && (args._Ksize>4); }, |
| 77 | [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 78 | [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 79 | }, |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 80 | #endif |
Georgios Pinitas | 5aa1a0b | 2020-07-02 20:02:20 +0100 | [diff] [blame] | 81 | #ifdef MMLA_INT8 |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 82 | { |
| 83 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 84 | "a64_interleaved_u8u32_mmla_8x12", |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 85 | [](const GemmArgs &args) { return (args._Ksize>8); }, |
| 86 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 87 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame] | 88 | }, |
| 89 | #endif |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 90 | { |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 91 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 92 | "a64_smallK_hybrid_u8u32_dot_8x4", |
| 93 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._indirect_input; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 94 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 95 | [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_u8u32_dot_8x4, uint8_t, uint32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 96 | }, |
| 97 | { |
| 98 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 99 | "a64_smallK_hybrid_u8u32_dot_6x4", |
| 100 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && !args._indirect_input; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 101 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 102 | [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_u8u32_dot_6x4, uint8_t, uint32_t>(args); } |
| 103 | }, |
| 104 | { |
| 105 | GemmMethod::GEMM_INTERLEAVED, |
| 106 | "a64_gemm_u16_8x12", |
| 107 | nullptr, |
Georgios Pinitas | cd22cbf | 2020-12-02 16:06:01 +0000 | [diff] [blame] | 108 | [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Msize > 4; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 109 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u16_8x12, uint8_t, uint32_t>(args); }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 110 | }, |
| 111 | { |
| 112 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 113 | "a64_hybrid_u8u32_dot_6x16", |
| 114 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 115 | [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 116 | [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, uint8_t, uint32_t>(args); } |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame] | 117 | }, |
| 118 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 119 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 120 | "a64_gemm_u8_8x12", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 121 | [](const GemmArgs &args) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 122 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 123 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u8_8x12, uint8_t, uint32_t>(args); } |
David Mansell | 9e698d5 | 2020-08-25 15:02:02 +0100 | [diff] [blame] | 124 | }, |
| 125 | { |
| 126 | GemmMethod::GEMM_INTERLEAVED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 127 | "a64_gemm_u8_4x4", |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 128 | nullptr, |
| 129 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 130 | [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u8_4x4, uint8_t, uint32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 131 | }, |
| 132 | { |
| 133 | GemmMethod::DEFAULT, |
| 134 | "", |
| 135 | nullptr, |
| 136 | nullptr, |
| 137 | nullptr |
| 138 | } |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 139 | }; |
| 140 | |
| 141 | template<> |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 142 | 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] | 143 | return gemm_u8_methods; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 144 | } |
| 145 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 146 | /* Explicitly instantiate the external functions for these types. */ |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 147 | template UniqueGemmCommon<uint8_t, uint32_t> gemm<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 148 | template KernelDescription get_gemm_method<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 149 | 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] | 150 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 151 | } // namespace arm_gemm |
| 152 | |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 153 | #endif // __aarch64__ |