Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 1 | /* |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2020-2022 Arm Limited. |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/gemm/reshaped_only_rhs/ClGemmDefaultConfigReshapedRhsOnlyValhall.h" |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/GPUTarget.h" |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/TensorInfo.h" |
| 30 | #include "arm_compute/core/TensorShape.h" |
| 31 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 32 | |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 33 | #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 34 | #include "src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h" |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 35 | |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 36 | #include <utility> |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 40 | namespace opencl |
| 41 | { |
| 42 | namespace kernels |
| 43 | { |
| 44 | namespace gemm |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 45 | { |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 46 | using namespace arm_compute::misc::shape_calculator; |
| 47 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 48 | ClGemmDefaultConfigReshapedRhsOnlyValhall::ClGemmDefaultConfigReshapedRhsOnlyValhall(GPUTarget gpu) |
| 49 | : IClGemmKernelConfig(gpu) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 50 | { |
| 51 | } |
| 52 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 53 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure(unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 54 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 55 | using ConfigurationFunctionExecutorPtr = std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> (ClGemmDefaultConfigReshapedRhsOnlyValhall::*)(unsigned int m, unsigned int n, unsigned int k, |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 56 | unsigned int b); |
| 57 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 58 | CLGEMMConfigArray<ConfigurationFunctionExecutorPtr> configs_G77(&ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_f32, |
| 59 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_f16, |
| 60 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_u8); |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 61 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 62 | CLGEMMConfigArray<ConfigurationFunctionExecutorPtr> configs_G78(&ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G78_f32, |
| 63 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G78_f16, |
| 64 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_u8); |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 65 | |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 66 | CLGEMMConfigArray<ConfigurationFunctionExecutorPtr> configs_G715(&ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G715_f32, |
| 67 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G715_f16, |
| 68 | &ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_u8); |
| 69 | |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 70 | ConfigurationFunctionExecutorPtr func = nullptr; |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 71 | |
| 72 | switch(_target) |
| 73 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 74 | case GPUTarget::G78: |
| 75 | func = configs_G78.get_function(data_type); |
| 76 | break; |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 77 | case GPUTarget::G715: |
| 78 | case GPUTarget::G615: |
| 79 | func = configs_G715.get_function(data_type); |
| 80 | break; |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 81 | case GPUTarget::G77: |
| 82 | default: |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 83 | func = configs_G77.get_function(data_type); |
| 84 | break; |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 85 | } |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 86 | |
| 87 | ARM_COMPUTE_ERROR_ON_MSG(func == nullptr, "Data type not support for GEMM"); |
| 88 | return (this->*func)(m, n, k, b); |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 89 | } |
| 90 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 91 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 92 | { |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 93 | if(m == 1) |
| 94 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 95 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 96 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| 97 | |
| 98 | if(r_mk <= 0.0064484127797186375) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 99 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 100 | if(r_mn <= 0.0028273810748942196) |
| 101 | { |
| 102 | GEMMLHSMatrixInfo lhs_info_buf; |
| 103 | GEMMRHSMatrixInfo rhs_info_buf; |
| 104 | GEMMLHSMatrixInfo lhs_info_img; |
| 105 | GEMMRHSMatrixInfo rhs_info_img; |
| 106 | |
| 107 | const unsigned int h0 = std::max(n / 4, 1U); |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 108 | std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 1, 4, 8, 1, 16, 0, 1, 0, 0, 1); |
| 109 | std::tie(lhs_info_buf, rhs_info_buf) = configure_lhs_rhs_info(m, n, 1, 4, 4, 1, h0, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 110 | |
| 111 | return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), |
| 112 | std::make_pair(lhs_info_buf, rhs_info_buf), |
| 113 | n, k, b, DataType::F32); |
| 114 | } |
| 115 | else |
| 116 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 117 | return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 8, 0, 1, 0, 0, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 118 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 119 | } |
| 120 | else |
| 121 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 122 | if(r_mk <= 0.020312500186264515) |
| 123 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 124 | return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 4, 0, 1, 0, 0, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 125 | } |
| 126 | else |
| 127 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 128 | return configure_lhs_rhs_info(m, n, 1, 4, 16, 1, 16, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 129 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 130 | } |
| 131 | } |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 132 | else |
| 133 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 134 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 135 | const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 136 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 137 | |
| 138 | if(workload <= 1999.2000122070312) |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 139 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 140 | if(workload <= 747.1999816894531) |
| 141 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 142 | return configure_lhs_rhs_info(m, n, 2, 2, 4, 1, 8, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 143 | } |
| 144 | else |
| 145 | { |
| 146 | GEMMLHSMatrixInfo lhs_info_buf; |
| 147 | GEMMRHSMatrixInfo rhs_info_buf; |
| 148 | GEMMLHSMatrixInfo lhs_info_img; |
| 149 | GEMMRHSMatrixInfo rhs_info_img; |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 150 | std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 2, 0, 0, 0, 1, 1); |
| 151 | std::tie(lhs_info_buf, rhs_info_buf) = configure_lhs_rhs_info(m, n, 2, 2, 4, 1, 8, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 152 | |
| 153 | return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), |
| 154 | std::make_pair(lhs_info_buf, rhs_info_buf), |
| 155 | n, k, b, DataType::F32); |
| 156 | } |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 157 | } |
| 158 | else |
| 159 | { |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 160 | if(r_mn <= 0.03348214365541935) |
| 161 | { |
| 162 | if(r_mk <= 0.028125000186264515) |
| 163 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 164 | return configure_lhs_rhs_info(m, n, 2, 2, 4, 1, 8, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 165 | } |
| 166 | else |
| 167 | { |
| 168 | GEMMLHSMatrixInfo lhs_info_buf; |
| 169 | GEMMRHSMatrixInfo rhs_info_buf; |
| 170 | GEMMLHSMatrixInfo lhs_info_img; |
| 171 | GEMMRHSMatrixInfo rhs_info_img; |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 172 | std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 2, 0, 0, 0, 1, 1); |
| 173 | std::tie(lhs_info_buf, rhs_info_buf) = configure_lhs_rhs_info(m, n, 2, 2, 4, 1, 8, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 174 | |
| 175 | return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), |
| 176 | std::make_pair(lhs_info_buf, rhs_info_buf), |
| 177 | n, k, b, DataType::F32); |
| 178 | } |
| 179 | } |
| 180 | else |
| 181 | { |
| 182 | GEMMLHSMatrixInfo lhs_info_buf; |
| 183 | GEMMRHSMatrixInfo rhs_info_buf; |
| 184 | GEMMLHSMatrixInfo lhs_info_img; |
| 185 | GEMMRHSMatrixInfo rhs_info_img; |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 186 | std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 1, 2, 0, 1, 0, 0, 1); |
| 187 | std::tie(lhs_info_buf, rhs_info_buf) = configure_lhs_rhs_info(m, n, 4, 4, 4, 1, 16, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 188 | |
| 189 | return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 190 | std::make_pair(lhs_info_buf, rhs_info_buf), |
| 191 | n, k, b, DataType::F32); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 192 | } |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 193 | } |
| 194 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 195 | } |
| 196 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 197 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 198 | { |
| 199 | ARM_COMPUTE_UNUSED(k); |
| 200 | ARM_COMPUTE_UNUSED(b); |
| 201 | |
| 202 | if(m == 1) |
| 203 | { |
Gian Marco Iodice | 1e75ada | 2020-09-30 17:35:05 +0100 | [diff] [blame] | 204 | const unsigned int h0 = std::max(n / 2, 1U); |
| 205 | if(n <= 836.0) |
Gian Marco Iodice | 2cfd3f7 | 2020-05-06 11:27:08 +0100 | [diff] [blame] | 206 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 207 | return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, h0, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 2cfd3f7 | 2020-05-06 11:27:08 +0100 | [diff] [blame] | 208 | } |
| 209 | else |
| 210 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 211 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, h0, 0, 1, 0, 1, 0); |
Gian Marco Iodice | 2cfd3f7 | 2020-05-06 11:27:08 +0100 | [diff] [blame] | 212 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 213 | } |
Gian Marco Iodice | c6eaec3 | 2020-07-20 13:31:05 +0100 | [diff] [blame] | 214 | else if(m < 128) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 215 | { |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 216 | const int h0 = std::max(std::min(static_cast<int>(n / 4), static_cast<int>(256)), static_cast<int>(1)); |
Gian Marco Iodice | 2cfd3f7 | 2020-05-06 11:27:08 +0100 | [diff] [blame] | 217 | if(k >= 512) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 218 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 219 | return configure_lhs_rhs_info(m, n, 2, 4, 16, 1, h0, 0, 1, 0, 0); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 220 | } |
| 221 | else |
| 222 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 223 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, h0, 0, 1, 0, 0); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 224 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 225 | } |
Gian Marco Iodice | 939586e | 2020-05-05 15:10:21 +0100 | [diff] [blame] | 226 | else |
| 227 | { |
| 228 | const int h0 = std::max(std::min(static_cast<int>(n / 4), static_cast<int>(256)), static_cast<int>(1)); |
Gian Marco Iodice | 2886c75 | 2020-05-07 10:26:15 +0100 | [diff] [blame] | 229 | if(n >= 64) |
| 230 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 231 | return configure_lhs_rhs_info(m, n, 4, 8, 4, 1, h0, 0, 1, 0, 0); |
Gian Marco Iodice | 2886c75 | 2020-05-07 10:26:15 +0100 | [diff] [blame] | 232 | } |
| 233 | else |
| 234 | { |
| 235 | if(k >= 512) |
| 236 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 237 | return configure_lhs_rhs_info(m, n, 2, 4, 16, 1, h0, 0, 1, 0, 0); |
Gian Marco Iodice | 2886c75 | 2020-05-07 10:26:15 +0100 | [diff] [blame] | 238 | } |
| 239 | else |
| 240 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 241 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, h0, 0, 1, 0, 0); |
Gian Marco Iodice | 2886c75 | 2020-05-07 10:26:15 +0100 | [diff] [blame] | 242 | } |
| 243 | } |
Gian Marco Iodice | 939586e | 2020-05-05 15:10:21 +0100 | [diff] [blame] | 244 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 245 | } |
| 246 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 247 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G77_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 248 | { |
| 249 | ARM_COMPUTE_UNUSED(k); |
| 250 | ARM_COMPUTE_UNUSED(b); |
| 251 | |
| 252 | if(m == 1) |
| 253 | { |
| 254 | const unsigned int h0 = std::max(n / 2, 1U); |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 255 | return configure_lhs_rhs_info(m, n, 1, 4, 16, 1, h0, 0, 1, 0, 1); |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 256 | } |
| 257 | else |
| 258 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 259 | const int h0 = std::max(std::min(static_cast<int>(n / 4), static_cast<int>(256)), static_cast<int>(1)); |
| 260 | if(m >= 28) |
| 261 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 262 | return configure_lhs_rhs_info(m, n, 4, 4, 16, 1, h0, 0, 1, 0, 1); |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 263 | } |
| 264 | else |
| 265 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 266 | return configure_lhs_rhs_info(m, n, 2, 4, 16, 1, h0, 0, 1, 0, 1); |
| 267 | } |
| 268 | } |
| 269 | } |
| 270 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 271 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 272 | { |
| 273 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 274 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| 275 | const float r_nk = static_cast<float>(n) / static_cast<float>(k); |
| 276 | const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; |
| 277 | |
| 278 | if(m == 1) |
| 279 | { |
| 280 | if(workload <= 278.7000f) |
| 281 | { |
| 282 | if(workload <= 7.5000f) |
| 283 | { |
| 284 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 2, 0, 1, 1, 0, 0); |
| 285 | } |
| 286 | else |
| 287 | { |
| 288 | if(r_mn <= 0.0031f) |
| 289 | { |
| 290 | if(workload <= 256.6000f) |
| 291 | { |
| 292 | if(workload <= 16.7500f) |
| 293 | { |
| 294 | if(r_nk <= 1.6671f) |
| 295 | { |
| 296 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 297 | } |
| 298 | else |
| 299 | { |
| 300 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 2, 0, 1, 1, 0, 0); |
| 301 | } |
| 302 | } |
| 303 | else |
| 304 | { |
| 305 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 306 | } |
| 307 | } |
| 308 | else |
| 309 | { |
| 310 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 311 | } |
| 312 | } |
| 313 | else |
| 314 | { |
| 315 | if(r_mk <= 0.0027f) |
| 316 | { |
| 317 | if(r_mk <= 0.0014f) |
| 318 | { |
| 319 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 320 | } |
| 321 | else |
| 322 | { |
| 323 | if(workload <= 8.9500f) |
| 324 | { |
| 325 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 2, 0, 1, 1, 0, 0); |
| 326 | } |
| 327 | else |
| 328 | { |
| 329 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 330 | } |
| 331 | } |
| 332 | } |
| 333 | else |
| 334 | { |
| 335 | if(workload <= 14.1500f) |
| 336 | { |
| 337 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 2, 0, 1, 1, 0, 0); |
| 338 | } |
| 339 | else |
| 340 | { |
| 341 | if(r_mk <= 0.0041f) |
| 342 | { |
| 343 | return configure_lhs_rhs_info(m, n, 1, 2, 2, 1, 32, 0, 0, 0, 1, 0); |
| 344 | } |
| 345 | else |
| 346 | { |
| 347 | return configure_lhs_rhs_info(m, n, 1, 2, 8, 1, 2, 0, 1, 1, 0, 0); |
| 348 | } |
| 349 | } |
| 350 | } |
| 351 | } |
| 352 | } |
| 353 | } |
| 354 | else |
| 355 | { |
| 356 | if(workload <= 363.7000f) |
| 357 | { |
| 358 | if(r_mk <= 0.0031f) |
| 359 | { |
| 360 | return configure_lhs_rhs_info(m, n, 1, 4, 2, 1, 32, 0, 1, 0, 1, 0); |
| 361 | } |
| 362 | else |
| 363 | { |
| 364 | return configure_lhs_rhs_info(m, n, 1, 4, 4, 1, 32, 0, 1, 0, 1, 0); |
| 365 | } |
| 366 | } |
| 367 | else |
| 368 | { |
| 369 | return configure_lhs_rhs_info(m, n, 1, 4, 2, 1, 32, 0, 1, 0, 1, 0); |
| 370 | } |
| 371 | } |
| 372 | } |
| 373 | else |
| 374 | { |
| 375 | if(workload <= 1384.8000f) |
| 376 | { |
| 377 | if(workload <= 704.0000f) |
| 378 | { |
| 379 | return configure_lhs_rhs_info(m, n, 2, 2, 4, 1, 32, 0, 1, 0, 1, 0); |
| 380 | } |
| 381 | else |
| 382 | { |
| 383 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 4, 0, 0, 0, 1, 1); |
| 384 | } |
| 385 | } |
| 386 | else |
| 387 | { |
| 388 | if(workload <= 16761.6006f) |
| 389 | { |
| 390 | if(r_mn <= 187.1250f) |
| 391 | { |
| 392 | return configure_lhs_rhs_info(m, n, 4, 4, 4, 1, 16, 0, 0, 0, 1, 1); |
| 393 | } |
| 394 | else |
| 395 | { |
| 396 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 4, 0, 0, 0, 1, 1); |
| 397 | } |
| 398 | } |
| 399 | else |
| 400 | { |
| 401 | if(r_mk <= 432.4630f) |
| 402 | { |
| 403 | return configure_lhs_rhs_info(m, n, 5, 4, 4, 1, 16, 0, 0, 0, 1, 1); |
| 404 | } |
| 405 | else |
| 406 | { |
| 407 | return configure_lhs_rhs_info(m, n, 2, 4, 4, 1, 16, 0, 1, 0, 1, 1); |
| 408 | } |
| 409 | } |
| 410 | } |
| 411 | } |
| 412 | } |
| 413 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 414 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 415 | { |
| 416 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 417 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| 418 | const float r_nk = static_cast<float>(n) / static_cast<float>(k); |
| 419 | const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; |
| 420 | |
| 421 | if(m == 1) |
| 422 | { |
| 423 | if(r_mn <= 0.0038f) |
| 424 | { |
| 425 | if(workload <= 353.9000f) |
| 426 | { |
| 427 | if(workload <= 278.7000f) |
| 428 | { |
| 429 | return configure_lhs_rhs_info(m, n, 1, 2, 4, 1, 32, 0, 0, 1, 0, 0); |
| 430 | } |
| 431 | else |
| 432 | { |
| 433 | if(r_mk <= 0.0004f) |
| 434 | { |
| 435 | return configure_lhs_rhs_info(m, n, 1, 2, 4, 1, 32, 0, 0, 1, 0, 0); |
| 436 | } |
| 437 | else |
| 438 | { |
| 439 | if(r_mk <= 0.0030f) |
| 440 | { |
| 441 | return configure_lhs_rhs_info(m, n, 1, 8, 4, 1, 8, 0, 1, 1, 0, 1); |
| 442 | } |
| 443 | else |
| 444 | { |
| 445 | return configure_lhs_rhs_info(m, n, 1, 2, 4, 1, 32, 0, 0, 1, 0, 0); |
| 446 | } |
| 447 | } |
| 448 | } |
| 449 | } |
| 450 | else |
| 451 | { |
| 452 | if(r_nk <= 1.9384f) |
| 453 | { |
| 454 | return configure_lhs_rhs_info(m, n, 1, 2, 4, 1, 32, 0, 0, 1, 0, 0); |
| 455 | } |
| 456 | else |
| 457 | { |
| 458 | return configure_lhs_rhs_info(m, n, 1, 8, 4, 1, 8, 0, 1, 1, 0, 1); |
| 459 | } |
| 460 | } |
| 461 | } |
| 462 | else |
| 463 | { |
| 464 | if(r_nk <= 1.0368f) |
| 465 | { |
| 466 | return configure_lhs_rhs_info(m, n, 1, 2, 16, 1, 32, 0, 0, 1, 0, 0); |
| 467 | } |
| 468 | else |
| 469 | { |
| 470 | return configure_lhs_rhs_info(m, n, 1, 2, 4, 1, 32, 0, 0, 1, 0, 0); |
| 471 | } |
| 472 | } |
| 473 | } |
| 474 | else |
| 475 | { |
| 476 | if(workload <= 1422.4000f) |
| 477 | { |
| 478 | if(workload <= 704.0000f) |
| 479 | { |
| 480 | return configure_lhs_rhs_info(m, n, 2, 2, 8, 1, 32, 0, 0, 1, 0, 0); |
| 481 | } |
| 482 | else |
| 483 | { |
| 484 | if(workload <= 1197.6000f) |
| 485 | { |
| 486 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 8, 0, 1, 1, 0, 1); |
| 487 | } |
| 488 | else |
| 489 | { |
| 490 | if(workload <= 1241.6000f) |
| 491 | { |
| 492 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 493 | } |
| 494 | else |
| 495 | { |
| 496 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 8, 0, 1, 1, 0, 1); |
| 497 | } |
| 498 | } |
| 499 | } |
| 500 | } |
| 501 | else |
| 502 | { |
| 503 | if(workload <= 2769.6000f) |
| 504 | { |
| 505 | if(workload <= 1846.4000f) |
| 506 | { |
| 507 | if(r_mn <= 2.4927f) |
| 508 | { |
| 509 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 510 | } |
| 511 | else |
| 512 | { |
| 513 | return configure_lhs_rhs_info(m, n, 4, 4, 8, 1, 32, 0, 1, 1, 0, 0); |
| 514 | } |
| 515 | } |
| 516 | else |
| 517 | { |
| 518 | if(r_mn <= 0.6261f) |
| 519 | { |
| 520 | return configure_lhs_rhs_info(m, n, 4, 4, 8, 1, 32, 0, 1, 1, 0, 0); |
| 521 | } |
| 522 | else |
| 523 | { |
| 524 | if(r_mk <= 3.4453f) |
| 525 | { |
| 526 | if(r_mn <= 1.4135f) |
| 527 | { |
| 528 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 529 | } |
| 530 | else |
| 531 | { |
| 532 | return configure_lhs_rhs_info(m, n, 4, 4, 8, 1, 32, 0, 1, 1, 0, 0); |
| 533 | } |
| 534 | } |
| 535 | else |
| 536 | { |
| 537 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 538 | } |
| 539 | } |
| 540 | } |
| 541 | } |
| 542 | else |
| 543 | { |
| 544 | if(r_nk <= 0.0302f) |
| 545 | { |
| 546 | return configure_lhs_rhs_info(m, n, 2, 4, 8, 1, 8, 0, 1, 1, 0, 1); |
| 547 | } |
| 548 | else |
| 549 | { |
| 550 | if(r_mk <= 181.3750f) |
| 551 | { |
| 552 | return configure_lhs_rhs_info(m, n, 4, 4, 8, 1, 32, 0, 1, 1, 0, 0); |
| 553 | } |
| 554 | else |
| 555 | { |
| 556 | if(workload <= 28035.2002f) |
| 557 | { |
| 558 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 559 | } |
| 560 | else |
| 561 | { |
| 562 | if(r_mk <= 808.6667f) |
| 563 | { |
| 564 | return configure_lhs_rhs_info(m, n, 4, 4, 8, 1, 32, 0, 1, 1, 0, 0); |
| 565 | } |
| 566 | else |
| 567 | { |
| 568 | return configure_lhs_rhs_info(m, n, 2, 8, 8, 1, 16, 0, 1, 1, 0, 0); |
| 569 | } |
| 570 | } |
| 571 | } |
| 572 | } |
| 573 | } |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 574 | } |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 575 | } |
| 576 | } |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame^] | 577 | |
| 578 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G715_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
| 579 | { |
| 580 | unsigned int best_m0; |
| 581 | unsigned int best_n0; |
| 582 | |
| 583 | if(is_mmul_kernel_preferred(m, n, k, b, DataType::F32, best_m0, best_n0)) |
| 584 | { |
| 585 | return configure_lhs_rhs_info(m, n, best_m0, best_n0, 1, 1, 4, false, true, false, false, true); |
| 586 | } |
| 587 | else |
| 588 | { |
| 589 | return configure_G77_f32(m, n, k, b); |
| 590 | } |
| 591 | } |
| 592 | |
| 593 | std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedRhsOnlyValhall::configure_G715_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
| 594 | { |
| 595 | unsigned int best_m0; |
| 596 | unsigned int best_n0; |
| 597 | |
| 598 | if(is_mmul_kernel_preferred(m, n, k, b, DataType::F16, best_m0, best_n0)) |
| 599 | { |
| 600 | return configure_lhs_rhs_info(m, n, best_m0, best_n0, 1, 1, 4, false, true, false, false, true); |
| 601 | } |
| 602 | else |
| 603 | { |
| 604 | return configure_G78_f16(m, n, k, b); |
| 605 | } |
| 606 | } |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 607 | } // namespace gemm |
| 608 | } // namespace kernels |
| 609 | } // namespace opencl |
Gian Marco Iodice | 12f2b8c | 2020-02-13 12:27:37 +0000 | [diff] [blame] | 610 | } // namespace arm_compute |