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" |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 32 | #include "kernels/a64_hybrid_u8qa_mmla_4x16.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 33 | #include "kernels/a64_hybrid_u8u32_dot_6x16.hpp" |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 34 | #include "kernels/a64_hybrid_u8u32_mmla_6x16.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 35 | #include "kernels/a64_interleaved_u8u32_mmla_8x12.hpp" |
| 36 | #include "kernels/a64_smallK_hybrid_u8u32_dot_6x4.hpp" |
| 37 | #include "kernels/a64_smallK_hybrid_u8u32_dot_8x4.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 38 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 39 | #include "kernels/sve_hybrid_u8qa_dot_4x4VL.hpp" |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 40 | #include "kernels/sve_hybrid_u8qa_mmla_4x4VL.hpp" |
| 41 | #include "kernels/sve_hybrid_u8u32_dot_6x4VL.hpp" |
| 42 | #include "kernels/sve_hybrid_u8u32_mmla_6x4VL.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 43 | #include "kernels/sve_interleaved_u8u32_dot_8x3VL.hpp" |
| 44 | #include "kernels/sve_interleaved_u8u32_mmla_8x3VL.hpp" |
| 45 | #include "kernels/sve_smallK_hybrid_u8u32_dot_8x1VL.hpp" |
| 46 | |
| 47 | #include "gemm_hybrid_indirect.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 48 | #include "gemm_hybrid_quantized.hpp" |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 49 | #include "gemm_hybrid_quantized_inline.hpp" |
| 50 | #include "gemm_interleaved.hpp" |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 51 | #include "quantize_wrapper.hpp" |
| 52 | |
| 53 | namespace arm_gemm { |
| 54 | |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 55 | static const GemmImplementation<uint8_t, uint8_t, Requantize32> gemm_quint8_methods[] = |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 56 | { |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 57 | #ifdef ARM_COMPUTE_ENABLE_SVE |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 58 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
| 59 | GemmMethod::GEMM_HYBRID, |
| 60 | "sve_hybrid_u8qa_mmla_4x4VL", |
| 61 | [](const GemmArgs &args, const Requantize32 &qp) { return quant_hybrid_asymmetric(qp) && args._ci->has_sve2() && args._ci->has_svei8mm(); }, |
| 62 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_sve_hybrid_u8qa_mmla_4x4VL, uint8_t, uint8_t, Requantize32>::estimate_cycles<uint8_t>(args); }, |
| 63 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8qa_mmla_4x4VL, uint8_t, uint8_t, Requantize32>(args, qp); } |
| 64 | ), |
| 65 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 66 | GemmMethod::GEMM_INTERLEAVED, |
| 67 | "sve_interleaved_u8u32_mmla_8x3VL", |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 68 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_svei8mm() && (args._Ksize>8); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 69 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint8_t>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 70 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 71 | ), |
| 72 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
| 73 | GemmMethod::GEMM_INTERLEAVED, |
| 74 | "sve_hybrid_u8u32_mmla_6x4VL", |
| 75 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_svei8mm(); }, |
| 76 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_sve_hybrid_u8u32_mmla_6x4VL, uint8_t, uint8_t, Requantize32, true>::estimate_cycles<uint8_t>(args); }, |
| 77 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_mmla_6x4VL, uint8_t, uint8_t, Requantize32, true>(args, qp); } |
| 78 | ), |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 79 | { |
| 80 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 81 | "sve_smallK_hybrid_u8u32_dot_8x1VL", |
Pablo Marquez Tello | a50f193 | 2021-03-08 17:27:05 +0000 | [diff] [blame] | 82 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_sve() && args._Ksize<=64 && !args._indirect_input; }, |
Gunes Bayir | e42a87f | 2021-09-13 13:24:38 +0100 | [diff] [blame] | 83 | [](const GemmArgs &args, const Requantize32 &) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 84 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized<cls_sve_smallK_hybrid_u8u32_dot_8x1VL, uint8_t, uint8_t>(args, qp); } |
| 85 | }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 86 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
SiCongLi | 410e21e | 2020-12-11 15:07:53 +0000 | [diff] [blame] | 87 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 88 | "sve_hybrid_u8qa_dot_4x4VL", |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 89 | [](const GemmArgs &args, const Requantize32 &qp) { return args._ci->has_sve2() && quant_hybrid_asymmetric(qp); }, |
| 90 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_sve_hybrid_u8qa_dot_4x4VL, uint8_t, uint8_t, Requantize32>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 91 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8qa_dot_4x4VL, uint8_t, uint8_t, Requantize32>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 92 | ), |
| 93 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
SiCongLi | 410e21e | 2020-12-11 15:07:53 +0000 | [diff] [blame] | 94 | GemmMethod::GEMM_HYBRID, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 95 | "sve_hybrid_u8u32_dot_6x4VL", |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 96 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_sve(); }, |
| 97 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint8_t, Requantize32, true>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 98 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint8_t, Requantize32, true>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 99 | ), |
| 100 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 101 | GemmMethod::GEMM_INTERLEAVED, |
| 102 | "sve_interleaved_u8u32_dot_8x3VL", |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 103 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_sve() && (args._Ksize>4); }, |
| 104 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint8_t>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 105 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 106 | ), |
| 107 | #endif // ARM_COMPUTE_ENABLE_SVE |
| 108 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
| 109 | GemmMethod::GEMM_HYBRID, |
| 110 | "a64_hybrid_u8qa_mmla_4x16", |
| 111 | [](const GemmArgs &args, const Requantize32 &qp) { return args._ci->has_i8mm() && quant_hybrid_asymmetric(qp); }, |
| 112 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8qa_mmla_4x16, uint8_t, uint8_t, Requantize32>::estimate_cycles<uint8_t>(args); }, |
| 113 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_a64_hybrid_u8qa_mmla_4x16, uint8_t, uint8_t, Requantize32>(args, qp); } |
| 114 | ), |
| 115 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 116 | GemmMethod::GEMM_INTERLEAVED, |
| 117 | "a64_interleaved_u8u32_mmla_8x12", |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 118 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_i8mm() && (args._Ksize>8); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 119 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint8_t>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 120 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 121 | ), |
| 122 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
| 123 | GemmMethod::GEMM_INTERLEAVED, |
| 124 | "a64_hybrid_u8u32_mmla_6x16", |
| 125 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_i8mm(); }, |
| 126 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8u32_mmla_6x16, uint8_t, uint8_t, Requantize32, true>::estimate_cycles<uint8_t>(args); }, |
| 127 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridIndirect<cls_a64_hybrid_u8u32_mmla_6x16, uint8_t, uint8_t, Requantize32, true>(args, qp); } |
| 128 | ), |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 129 | { |
| 130 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
| 131 | "a64_smallK_hybrid_u8u32_dot_8x4", |
| 132 | [](const GemmArgs &args, const Requantize32 &) { 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] | 133 | [](const GemmArgs &args, const Requantize32 &) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 134 | [](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] | 135 | }, |
| 136 | { |
| 137 | GemmMethod::GEMM_HYBRID_QUANTIZED, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 138 | "a64_smallK_hybrid_u8u32_dot_6x4", |
| 139 | [](const GemmArgs &args, const Requantize32 &) { 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] | 140 | [](const GemmArgs &args, const Requantize32 &) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 141 | [](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] | 142 | }, |
| 143 | { |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 144 | GemmMethod::GEMM_INTERLEAVED, |
| 145 | "a64_gemm_u16_8x12", |
Aleksandr Nikolaev | a084b46 | 2020-06-25 12:25:52 +0100 | [diff] [blame] | 146 | nullptr, |
Georgios Pinitas | cd22cbf | 2020-12-02 16:06:01 +0000 | [diff] [blame] | 147 | [](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] | 148 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_gemm_u16_8x12, uint8_t, uint8_t>(args, qp); }, |
| 149 | }, |
Georgios Pinitas | 33e0307 | 2021-01-14 13:43:40 +0000 | [diff] [blame] | 150 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 151 | GemmMethod::GEMM_HYBRID, |
| 152 | "a64_hybrid_u8qa_dot_4x16", |
| 153 | [](const GemmArgs &args, const Requantize32 &qp) { return args._ci->has_dotprod() && quant_hybrid_asymmetric(qp); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 154 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8qa_dot_4x16, uint8_t, uint8_t, Requantize32>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 155 | [](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] | 156 | ), |
| 157 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 158 | GemmMethod::GEMM_HYBRID, |
| 159 | "a64_hybrid_u8u32_dot_6x16", |
| 160 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 161 | [](const GemmArgs &args, const Requantize32 &) { return GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, uint8_t, uint8_t, Requantize32, true>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 162 | [](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] | 163 | ), |
| 164 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 165 | GemmMethod::GEMM_INTERLEAVED, |
| 166 | "a64_gemm_u8_8x12", |
| 167 | [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod(); }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 168 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_a64_gemm_u8_8x12, uint8_t, uint8_t>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 169 | [](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] | 170 | ), |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 171 | GemmImplementation<uint8_t, uint8_t, Requantize32>::with_estimate( |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 172 | GemmMethod::GEMM_INTERLEAVED, |
| 173 | "a64_gemm_u8_4x4", |
| 174 | nullptr, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 175 | [](const GemmArgs &args, const Requantize32 &) { return GemmInterleavedQuantized<cls_a64_gemm_u8_4x4, uint8_t, uint8_t>::estimate_cycles<uint8_t>(args); }, |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 176 | [](const GemmArgs &args, const Requantize32 &qp) { return new GemmInterleavedQuantized<cls_a64_gemm_u8_4x4, uint8_t, uint8_t>(args, qp); } |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 177 | ), |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 178 | { |
| 179 | GemmMethod::QUANTIZE_WRAPPER, |
| 180 | "quantized_wrapper", |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 181 | [](const GemmArgs &args, const Requantize32 &) { return !args._indirect_input; }, |
Georgios Pinitas | 4ee8b15 | 2021-07-16 16:16:43 +0100 | [diff] [blame] | 182 | [](const GemmArgs &, const Requantize32 &) { return false; }, |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 183 | [](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] | 184 | }, |
| 185 | { |
| 186 | GemmMethod::DEFAULT, |
| 187 | "", |
| 188 | nullptr, |
| 189 | nullptr, |
| 190 | nullptr |
| 191 | } |
| 192 | }; |
| 193 | |
| 194 | template<> |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 195 | 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] | 196 | return gemm_quint8_methods; |
| 197 | } |
| 198 | |
Michalis Spyrou | 71ac903 | 2019-11-14 14:31:44 +0000 | [diff] [blame] | 199 | template UniqueGemmCommon<uint8_t, uint8_t> gemm<uint8_t, uint8_t, Requantize32>(const GemmArgs &args, const Requantize32 &os); |
| 200 | template KernelDescription get_gemm_method<uint8_t, uint8_t, Requantize32>(const GemmArgs &args, const Requantize32 &os); |
| 201 | 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] | 202 | |
| 203 | } // namespace arm_gemm |
Georgios Pinitas | f33484f | 2019-07-29 12:40:59 +0100 | [diff] [blame] | 204 | |
| 205 | #endif // __aarch64__ |