Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 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" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 29 | #include "gemm_implementation.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 30 | #include "gemm_interleaved.hpp" |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 31 | #include "gemm_native.hpp" |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 32 | |
| 33 | #include "kernels/a64_gemm_s16_12x8.hpp" |
| 34 | #include "kernels/a64_gemm_s8_12x8.hpp" |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 35 | #include "kernels/a64_gemm_s8_4x4.hpp" |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 36 | #include "kernels/a64_hybrid_s8s32_dot_16x4.hpp" |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame^] | 37 | #include "kernels/a64_interleaved_s8s32_mmla_12x8.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 38 | #include "kernels/a64_smallK_hybrid_s8s32_dot_4x6.hpp" |
| 39 | #include "kernels/a64_smallK_hybrid_s8s32_dot_4x8.hpp" |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 40 | #include "kernels/sve_hybrid_s8s32_dot_4VLx4.hpp" |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 41 | #include "kernels/sve_interleaved_s8s32_dot_3VLx8.hpp" |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame^] | 42 | #include "kernels/sve_interleaved_s8s32_mmla_3VLx8.hpp" |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 43 | #include "kernels/sve_native_s8s32_dot_4VLx4.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 44 | #include "kernels/sve_smallK_hybrid_s8s32_dot_1VLx8.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<int8_t, int32_t> gemm_s8_methods[] = { |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 49 | #ifdef __ARM_FEATURE_SVE |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame^] | 50 | #ifdef V8P6 |
| 51 | { |
| 52 | GemmMethod::GEMM_INTERLEAVED, |
| 53 | "interleaved_s8s32_mmla_3VLx8", |
| 54 | [](const GemmArgs &args) { return (args._Ksize>8); }, |
| 55 | nullptr, |
| 56 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_s8s32_mmla_3VLx8, int8_t, int32_t>(args); } |
| 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 | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 61 | "smallK_hybrid_s8s32_dot_1VLx8", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 62 | [](const GemmArgs &args) { return args._Ksize<=64 && !args._trA && args._pretransposed_hint; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 63 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 64 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_s8s32_dot_1VLx8, int8_t, int32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 65 | }, |
| 66 | { |
| 67 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | 1461383 | 2019-03-01 19:07:11 +0000 | [diff] [blame] | 68 | "hybrid_s8s32_dot_4VLx4", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 69 | [](const GemmArgs &args) { return args._Ksize>=16 && !args._trA && args._pretransposed_hint; }, |
| 70 | [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, |
| 71 | [](const GemmArgs &args) { return new GemmHybrid<hybrid_s8s32_dot_4VLx4, int8_t, int32_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_NATIVE, |
| 75 | "native_s8s32_dot_4VLx4", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 76 | [](const GemmArgs &args) { return (args._Ksize>=16 && !args._trA && !args._trB); }, |
| 77 | [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)); }, |
| 78 | [](const GemmArgs &args) { return new GemmNative<native_s8s32_dot_4VLx4, int8_t, int32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 79 | }, |
| 80 | { |
| 81 | GemmMethod::GEMM_INTERLEAVED, |
| 82 | "interleaved_s8s32_dot_3VLx8", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 83 | [](const GemmArgs &args) { return (args._Ksize>4); }, |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 84 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 85 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_s8s32_dot_3VLx8, int8_t, int32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 86 | }, |
Georgios Pinitas | 421405b | 2018-10-26 19:05:32 +0100 | [diff] [blame] | 87 | #endif |
Georgios Pinitas | 94672fb | 2020-01-22 18:36:27 +0000 | [diff] [blame^] | 88 | #ifdef V8P6 |
| 89 | { |
| 90 | GemmMethod::GEMM_INTERLEAVED, |
| 91 | "interleaved_s8s32_mmla_12x8", |
| 92 | [](const GemmArgs &args) { return (args._Ksize>8); }, |
| 93 | nullptr, |
| 94 | [](const GemmArgs &args) { return new GemmInterleaved<interleaved_s8s32_mmla_12x8, int8_t, int32_t>(args); } |
| 95 | }, |
| 96 | #endif |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 97 | { |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 98 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 99 | "smallK_hybrid_s8s32_dot_4x8", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 100 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._trA && args._pretransposed_hint; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 101 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 102 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_s8s32_dot_4x8, int8_t, int32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 103 | }, |
| 104 | { |
| 105 | GemmMethod::GEMM_HYBRID, |
| 106 | "smallK_hybrid_s8s32_dot_4x6", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 107 | [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && !args._trA && args._pretransposed_hint; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 108 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 109 | [](const GemmArgs &args) { return new GemmHybrid<smallK_hybrid_s8s32_dot_4x6, int8_t, int32_t>(args); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 110 | }, |
| 111 | { |
| 112 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 113 | "hybrid_s8s32_dot_16x4", |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 114 | [](const GemmArgs &args) { return args._ci->has_dotprod() && args._Ksize>=16 && !args._trA && !args._trB && args._pretransposed_hint; }, |
| 115 | [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, |
| 116 | [](const GemmArgs &args) { return new GemmHybrid<hybrid_s8s32_dot_16x4, int8_t, int32_t>(args); } |
Georgios Pinitas | 1d48065 | 2019-01-23 11:24:50 +0000 | [diff] [blame] | 117 | }, |
| 118 | { |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 119 | GemmMethod::GEMM_INTERLEAVED, |
| 120 | "gemm_s8_12x8", |
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 | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 123 | [](const GemmArgs &args) { return new GemmInterleaved<gemm_s8_12x8, int8_t, int32_t>(args); } |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 124 | }, |
| 125 | { |
| 126 | GemmMethod::GEMM_INTERLEAVED, |
| 127 | "gemm_s8_4x4", |
| 128 | nullptr, |
| 129 | nullptr, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 130 | [](const GemmArgs &args) { return new GemmInterleaved<gemm_s8_4x4, int8_t, int32_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<int8_t, int32_t> *gemm_implementation_list<int8_t, int32_t>() { |
David Mansell | e39334c | 2018-07-06 17:53:35 +0100 | [diff] [blame] | 143 | return gemm_s8_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<int8_t, int32_t> gemm<int8_t, int32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 148 | template KernelDescription get_gemm_method<int8_t, int32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| 149 | 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] | 150 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 151 | } // namespace arm_gemm |
| 152 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 153 | #endif // __aarch64__ |