|
| 1 | +from gradient_free_optimizers import ( |
| 2 | + HillClimbingOptimizer, |
| 3 | + StochasticHillClimbingOptimizer, |
| 4 | + RepulsingHillClimbingOptimizer, |
| 5 | + SimulatedAnnealingOptimizer, |
| 6 | + DownhillSimplexOptimizer, |
| 7 | + RandomSearchOptimizer, |
| 8 | + PowellsMethod, |
| 9 | + GridSearchOptimizer, |
| 10 | + RandomRestartHillClimbingOptimizer, |
| 11 | + RandomAnnealingOptimizer, |
| 12 | + PatternSearch, |
| 13 | + DirectAlgorithm, |
| 14 | + ParallelTemperingOptimizer, |
| 15 | + ParticleSwarmOptimizer, |
| 16 | + SpiralOptimization, |
| 17 | + GeneticAlgorithmOptimizer, |
| 18 | + EvolutionStrategyOptimizer, |
| 19 | + DifferentialEvolutionOptimizer, |
| 20 | + LipschitzOptimizer, |
| 21 | + BayesianOptimizer, |
| 22 | + TreeStructuredParzenEstimators, |
| 23 | + ForestOptimizer, |
| 24 | +) |
| 25 | + |
| 26 | +optimizers_singleOpt = ( |
| 27 | + "Optimizer", |
| 28 | + [ |
| 29 | + (HillClimbingOptimizer), |
| 30 | + (StochasticHillClimbingOptimizer), |
| 31 | + (RepulsingHillClimbingOptimizer), |
| 32 | + (RandomSearchOptimizer), |
| 33 | + (PowellsMethod), |
| 34 | + (PatternSearch), |
| 35 | + (DirectAlgorithm), |
| 36 | + (GridSearchOptimizer), |
| 37 | + (RandomRestartHillClimbingOptimizer), |
| 38 | + (RandomAnnealingOptimizer), |
| 39 | + (SimulatedAnnealingOptimizer), |
| 40 | + ], |
| 41 | +) |
| 42 | + |
| 43 | +optimizers_PopBased = ( |
| 44 | + "Optimizer", |
| 45 | + [ |
| 46 | + (DownhillSimplexOptimizer), |
| 47 | + (ParallelTemperingOptimizer), |
| 48 | + (ParticleSwarmOptimizer), |
| 49 | + (SpiralOptimization), |
| 50 | + (GeneticAlgorithmOptimizer), |
| 51 | + (EvolutionStrategyOptimizer), |
| 52 | + (DifferentialEvolutionOptimizer), |
| 53 | + ], |
| 54 | +) |
| 55 | + |
| 56 | +optimizers_noSBOM = ( |
| 57 | + "Optimizer", |
| 58 | + [ |
| 59 | + (HillClimbingOptimizer), |
| 60 | + (StochasticHillClimbingOptimizer), |
| 61 | + (RepulsingHillClimbingOptimizer), |
| 62 | + (RandomSearchOptimizer), |
| 63 | + (PowellsMethod), |
| 64 | + (PatternSearch), |
| 65 | + (GridSearchOptimizer), |
| 66 | + (RandomRestartHillClimbingOptimizer), |
| 67 | + (RandomAnnealingOptimizer), |
| 68 | + (SimulatedAnnealingOptimizer), |
| 69 | + (ParallelTemperingOptimizer), |
| 70 | + (ParticleSwarmOptimizer), |
| 71 | + (SpiralOptimization), |
| 72 | + (GeneticAlgorithmOptimizer), |
| 73 | + (EvolutionStrategyOptimizer), |
| 74 | + (DifferentialEvolutionOptimizer), |
| 75 | + (DownhillSimplexOptimizer), |
| 76 | + ], |
| 77 | +) |
| 78 | + |
| 79 | +optimizers_SBOM = ( |
| 80 | + "Optimizer", |
| 81 | + [ |
| 82 | + (DirectAlgorithm), |
| 83 | + (LipschitzOptimizer), |
| 84 | + (BayesianOptimizer), |
| 85 | + (TreeStructuredParzenEstimators), |
| 86 | + (ForestOptimizer), |
| 87 | + ], |
| 88 | +) |
| 89 | + |
| 90 | +optimizers_local = ( |
| 91 | + "Optimizer", |
| 92 | + [ |
| 93 | + (HillClimbingOptimizer), |
| 94 | + (StochasticHillClimbingOptimizer), |
| 95 | + (RepulsingHillClimbingOptimizer), |
| 96 | + (SimulatedAnnealingOptimizer), |
| 97 | + (ParallelTemperingOptimizer), |
| 98 | + (ParticleSwarmOptimizer), |
| 99 | + (GeneticAlgorithmOptimizer), |
| 100 | + (EvolutionStrategyOptimizer), |
| 101 | + (DifferentialEvolutionOptimizer), |
| 102 | + (DownhillSimplexOptimizer), |
| 103 | + ], |
| 104 | +) |
| 105 | + |
| 106 | + |
| 107 | +optimizers = ( |
| 108 | + "Optimizer", |
| 109 | + [ |
| 110 | + (HillClimbingOptimizer), |
| 111 | + (StochasticHillClimbingOptimizer), |
| 112 | + (RepulsingHillClimbingOptimizer), |
| 113 | + (SimulatedAnnealingOptimizer), |
| 114 | + (DownhillSimplexOptimizer), |
| 115 | + (RandomSearchOptimizer), |
| 116 | + (PowellsMethod), |
| 117 | + (PatternSearch), |
| 118 | + (DirectAlgorithm), |
| 119 | + (GridSearchOptimizer), |
| 120 | + (RandomRestartHillClimbingOptimizer), |
| 121 | + (RandomAnnealingOptimizer), |
| 122 | + (ParallelTemperingOptimizer), |
| 123 | + (ParticleSwarmOptimizer), |
| 124 | + (SpiralOptimization), |
| 125 | + (GeneticAlgorithmOptimizer), |
| 126 | + (EvolutionStrategyOptimizer), |
| 127 | + (DifferentialEvolutionOptimizer), |
| 128 | + (LipschitzOptimizer), |
| 129 | + (BayesianOptimizer), |
| 130 | + (TreeStructuredParzenEstimators), |
| 131 | + (ForestOptimizer), |
| 132 | + ], |
| 133 | +) |
| 134 | + |
| 135 | + |
| 136 | +optimizers_2 = ( |
| 137 | + "Optimizer2", |
| 138 | + [ |
| 139 | + (HillClimbingOptimizer), |
| 140 | + (StochasticHillClimbingOptimizer), |
| 141 | + (RepulsingHillClimbingOptimizer), |
| 142 | + (SimulatedAnnealingOptimizer), |
| 143 | + (DownhillSimplexOptimizer), |
| 144 | + (RandomSearchOptimizer), |
| 145 | + (PowellsMethod), |
| 146 | + (PatternSearch), |
| 147 | + (DirectAlgorithm), |
| 148 | + (GridSearchOptimizer), |
| 149 | + (RandomRestartHillClimbingOptimizer), |
| 150 | + (RandomAnnealingOptimizer), |
| 151 | + (ParallelTemperingOptimizer), |
| 152 | + (ParticleSwarmOptimizer), |
| 153 | + (SpiralOptimization), |
| 154 | + (GeneticAlgorithmOptimizer), |
| 155 | + (EvolutionStrategyOptimizer), |
| 156 | + (DifferentialEvolutionOptimizer), |
| 157 | + (LipschitzOptimizer), |
| 158 | + (BayesianOptimizer), |
| 159 | + (TreeStructuredParzenEstimators), |
| 160 | + (ForestOptimizer), |
| 161 | + ], |
| 162 | +) |
| 163 | + |
| 164 | +optimizers_non_deterministic = ( |
| 165 | + "Optimizer", |
| 166 | + [ |
| 167 | + (HillClimbingOptimizer), |
| 168 | + (StochasticHillClimbingOptimizer), |
| 169 | + (RepulsingHillClimbingOptimizer), |
| 170 | + (SimulatedAnnealingOptimizer), |
| 171 | + # (DownhillSimplexOptimizer), |
| 172 | + (RandomSearchOptimizer), |
| 173 | + (PowellsMethod), |
| 174 | + (PatternSearch), |
| 175 | + # (GridSearchOptimizer), |
| 176 | + (RandomRestartHillClimbingOptimizer), |
| 177 | + (RandomAnnealingOptimizer), |
| 178 | + (ParallelTemperingOptimizer), |
| 179 | + (ParticleSwarmOptimizer), |
| 180 | + (SpiralOptimization), |
| 181 | + (EvolutionStrategyOptimizer), |
| 182 | + (LipschitzOptimizer), |
| 183 | + (BayesianOptimizer), |
| 184 | + (TreeStructuredParzenEstimators), |
| 185 | + (ForestOptimizer), |
| 186 | + ], |
| 187 | +) |
| 188 | + |
| 189 | + |
| 190 | +optimizers_non_smbo = ( |
| 191 | + "Optimizer_non_smbo", |
| 192 | + [ |
| 193 | + (HillClimbingOptimizer), |
| 194 | + (StochasticHillClimbingOptimizer), |
| 195 | + (RepulsingHillClimbingOptimizer), |
| 196 | + (SimulatedAnnealingOptimizer), |
| 197 | + (DownhillSimplexOptimizer), |
| 198 | + (RandomSearchOptimizer), |
| 199 | + (GridSearchOptimizer), |
| 200 | + (RandomRestartHillClimbingOptimizer), |
| 201 | + (RandomAnnealingOptimizer), |
| 202 | + (PowellsMethod), |
| 203 | + (PatternSearch), |
| 204 | + (ParallelTemperingOptimizer), |
| 205 | + (ParticleSwarmOptimizer), |
| 206 | + (SpiralOptimization), |
| 207 | + (EvolutionStrategyOptimizer), |
| 208 | + ], |
| 209 | +) |
| 210 | + |
| 211 | + |
| 212 | +optimizers_smbo = ( |
| 213 | + "Optimizer_smbo", |
| 214 | + [ |
| 215 | + (BayesianOptimizer), |
| 216 | + (LipschitzOptimizer), |
| 217 | + (DirectAlgorithm), |
| 218 | + (TreeStructuredParzenEstimators), |
| 219 | + (ForestOptimizer), |
| 220 | + ], |
| 221 | +) |
| 222 | + |
| 223 | +optimizers_representative = ( |
| 224 | + "Optimizer", |
| 225 | + [ |
| 226 | + (HillClimbingOptimizer), |
| 227 | + (RandomSearchOptimizer), |
| 228 | + (SimulatedAnnealingOptimizer), |
| 229 | + (ParticleSwarmOptimizer), |
| 230 | + (EvolutionStrategyOptimizer), |
| 231 | + (BayesianOptimizer), |
| 232 | + (TreeStructuredParzenEstimators), |
| 233 | + ], |
| 234 | +) |
0 commit comments