Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 1 | /* |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2020 Arm Limited. |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [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 | */ |
Georgios Pinitas | f33484f | 2019-07-29 12:40:59 +0100 | [diff] [blame] | 24 | #ifdef __aarch64__ |
| 25 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 26 | #include "arm_gemm.hpp" |
| 27 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 28 | #include "kernels/a64_gemm_u16_8x12.hpp" |
| 29 | #include "kernels/a64_gemm_u8_4x4.hpp" |
| 30 | #include "kernels/a64_gemm_u8_8x12.hpp" |
| 31 | #include "kernels/a64_hybrid_u8qa_dot_4x16.hpp" |
| 32 | #include "kernels/a64_hybrid_u8u32_dot_6x16.hpp" |
| 33 | #include "kernels/a64_interleaved_u8u32_mmla_8x12.hpp" |
| 34 | #include "kernels/a64_smallK_hybrid_u8u32_dot_6x4.hpp" |
| 35 | #include "kernels/a64_smallK_hybrid_u8u32_dot_8x4.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 36 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 37 | #include "kernels/sve_hybrid_u8u32_dot_6x4VL.hpp" |
| 38 | #include "kernels/sve_hybrid_u8qa_dot_4x4VL.hpp" |
| 39 | #include "kernels/sve_interleaved_u8u32_dot_8x3VL.hpp" |
| 40 | #include "kernels/sve_interleaved_u8u32_mmla_8x3VL.hpp" |
| 41 | #include "kernels/sve_smallK_hybrid_u8u32_dot_8x1VL.hpp" |
| 42 | |
| 43 | #include "gemm_hybrid_indirect.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 44 | #include "gemm_hybrid_quantized.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 45 | #include "gemm_hybrid_quantized_inline.hpp" |
| 46 | #include "gemm_interleaved.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 47 | #include "quantize_wrapper.hpp" |
| 48 | |
| 49 | namespace arm_gemm { |
| 50 | |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 51 | static const GemmImplementation<uint8_t, uint8_t, Requantize32> gemm_quint8_methods[] = |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 52 | { |
| 53 | #ifdef __ARM_FEATURE_SVE |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 54 | #ifdef MMLA_INT8 |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 55 | { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 56 | GemmMethod::GEMM_INTERLEAVED, |
| 57 | "sve_interleaved_u8u32_mmla_8x3VL", |
| 58 | [](const GemmArgs &args, const Requantize32 &) { return (args._Ksize>8); }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 59 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 60 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 61 | }, |
| 62 | #endif |
| 63 | { |
| 64 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 65 | "sve_smallK_hybrid_u8u32_dot_8x1VL", |
| 66 | [](const GemmArgs &args, const Requantize32 &) { return args._Ksize<=64 && !args._indirect_input; }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 67 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 68 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized<cls_sve_smallK_hybrid_u8u32_dot_8x1VL, uint8_t, uint8_t>(args, qp); } |
| 69 | }, |
| 70 | #ifdef SVE2 // Requantizing kernels include some SVE2 only instructions (SQRDMULH, SRSHL) |
| 71 | { |
SiCongLi | 410e21e | 2020-12-11 15:07:53 +0000 | [diff] [blame] | 72 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 73 | "sve_hybrid_u8qa_dot_4x4VL", |
SiCongLi | 410e21e | 2020-12-11 15:07:53 +0000 | [diff] [blame] | 74 | [](const GemmArgs &, const Requantize32 &qp) { return quant_hybrid_asymmetric(qp); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 75 | nullptr, |
| 76 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8qa_dot_4x4VL, uint8_t, uint8_t, Requantize32>(args, qp); } |
| 77 | }, |
| 78 | #endif |
| 79 | { |
SiCongLi | 410e21e | 2020-12-11 15:07:53 +0000 | [diff] [blame] | 80 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 81 | "sve_hybrid_u8u32_dot_6x4VL", |
| 82 | nullptr, |
| 83 | nullptr, |
| 84 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint8_t, Requantize32, true>(args, qp); } |
| 85 | }, |
| 86 | { |
| 87 | GemmMethod::GEMM_INTERLEAVED, |
| 88 | "sve_interleaved_u8u32_dot_8x3VL", |
| 89 | [](const GemmArgs &args, const Requantize32 &) { return (args._Ksize>4); }, |
| 90 | nullptr, |
| 91 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint8_t>(args, qp); } |
| 92 | }, |
| 93 | #endif |
| 94 | #ifdef MMLA_INT8 |
| 95 | { |
| 96 | GemmMethod::GEMM_INTERLEAVED, |
| 97 | "a64_interleaved_u8u32_mmla_8x12", |
| 98 | [](const GemmArgs &args, const Requantize32 &) { return (args._Ksize>8); }, |
| 99 | nullptr, |
| 100 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint8_t>(args, qp); } |
| 101 | }, |
| 102 | #endif |
| 103 | { |
| 104 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
| 105 | "a64_smallK_hybrid_u8u32_dot_8x4", |
| 106 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._indirect_input; }, |
| 107 | nullptr, |
| 108 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized<cls_a64_smallK_hybrid_u8u32_dot_8x4, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 109 | }, |
| 110 | { |
| 111 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 112 | "a64_smallK_hybrid_u8u32_dot_6x4", |
| 113 | [](const GemmArgs &args, const Requantize32 &) { 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] | 114 | nullptr, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 115 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized<cls_a64_smallK_hybrid_u8u32_dot_6x4, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 116 | }, |
| 117 | { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 118 | GemmMethod::GEMM_INTERLEAVED, |
| 119 | "a64_gemm_u16_8x12", |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame] | 120 | nullptr, |
Georgios Pinitas | cd22cbf | 2020-12-02 16:06:01 +0000 | [diff] [blame] | 121 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Msize > 4; }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 122 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_gemm_u16_8x12, uint8_t, uint8_t>(args, qp); }, |
| 123 | }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 124 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 125 | GemmMethod::GEMM_HYBRID, |
| 126 | "a64_hybrid_u8qa_dot_4x16", |
| 127 | [](const GemmArgs &args, const Requantize32 &qp) { return args._ci->has_dotprod() && quant_hybrid_asymmetric(qp); }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 128 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8qa_dot_4x16, int8_t, int8_t, Requantize32>::estimate_cycles(args, cls_a64_hybrid_u8qa_dot_4x16::get_performance_parameters(args._ci)); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 129 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_a64_hybrid_u8qa_dot_4x16, uint8_t, uint8_t, Requantize32>(args, qp); } |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 130 | ), |
| 131 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 132 | GemmMethod::GEMM_HYBRID, |
| 133 | "a64_hybrid_u8u32_dot_6x16", |
| 134 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 135 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, int8_t, int8_t, Requantize32, true>::estimate_cycles(args, cls_a64_hybrid_u8u32_dot_6x16::get_performance_parameters(args._ci)); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 136 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, uint8_t, uint8_t, Requantize32, true>(args, qp); } |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 137 | ), |
| 138 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 139 | GemmMethod::GEMM_INTERLEAVED, |
| 140 | "a64_gemm_u8_8x12", |
| 141 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 142 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_a64_gemm_u8_8x12, int8_t, int8_t>::estimate_cycles(args, cls_a64_gemm_u8_8x12::get_performance_parameters(args._ci)); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 143 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_gemm_u8_8x12, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 144 | ), |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 145 | { |
| 146 | GemmMethod::GEMM_INTERLEAVED, |
| 147 | "a64_gemm_u8_4x4", |
| 148 | nullptr, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 149 | [](const GemmArgs &args, const Requantize32 &) { return !args._ci->has_dotprod(); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 150 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_gemm_u8_4x4, uint8_t, uint8_t>(args, qp); } |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame] | 151 | }, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 152 | { |
| 153 | GemmMethod::QUANTIZE_WRAPPER, |
| 154 | "quantized_wrapper", |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 155 | [](const GemmArgs &args, const Requantize32 &) { return !args._indirect_input; }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame^] | 156 | [](const GemmArgs &args, const Requantize32 &) { return !args._ci->has_dotprod(); }, |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 157 | [](const GemmArgs &args, const Requantize32 &qp) { return new QuantizeWrapper<uint8_t, uint8_t, uint32_t>(args, qp); } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 158 | }, |
| 159 | { |
| 160 | GemmMethod::DEFAULT, |
| 161 | "", |
| 162 | nullptr, |
| 163 | nullptr, |
| 164 | nullptr |
| 165 | } |
| 166 | }; |
| 167 | |
| 168 | template<> |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 169 | const GemmImplementation<uint8_t, uint8_t, Requantize32> *gemm_implementation_list<uint8_t, uint8_t, Requantize32>() { |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 170 | return gemm_quint8_methods; |
| 171 | } |
| 172 | |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 173 | template UniqueGemmCommon<uint8_t, uint8_t> gemm<uint8_t, uint8_t, Requantize32>(const GemmArgs &args, const Requantize32 &os); |
| 174 | template KernelDescription get_gemm_method<uint8_t, uint8_t, Requantize32>(const GemmArgs &args, const Requantize32 &os); |
| 175 | template std::vector<KernelDescription> get_compatible_kernels<uint8_t, uint8_t, Requantize32>(const GemmArgs &args, const Requantize32 &os); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 176 | |
| 177 | } // namespace arm_gemm |
Georgios Pinitas | f33484f | 2019-07-29 12:40:59 +0100 | [diff] [blame] | 178 | |
| 179 | #endif // __aarch64__ |