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from gradient_free_optimizers import ( |
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HillClimbingOptimizer, |
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StochasticHillClimbingOptimizer, |
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RepulsingHillClimbingOptimizer, |
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SimulatedAnnealingOptimizer, |
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DownhillSimplexOptimizer, |
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RandomSearchOptimizer, |
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PowellsMethod, |
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GridSearchOptimizer, |
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RandomRestartHillClimbingOptimizer, |
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RandomAnnealingOptimizer, |
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PatternSearch, |
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DirectAlgorithm, |
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ParallelTemperingOptimizer, |
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ParticleSwarmOptimizer, |
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SpiralOptimization, |
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GeneticAlgorithmOptimizer, |
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EvolutionStrategyOptimizer, |
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DifferentialEvolutionOptimizer, |
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LipschitzOptimizer, |
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BayesianOptimizer, |
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TreeStructuredParzenEstimators, |
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ForestOptimizer, |
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) |
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optimizers_singleOpt = ( |
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"Optimizer", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(RandomSearchOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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(DirectAlgorithm), |
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(GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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], |
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) |
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optimizers_PopBased = ( |
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"Optimizer", |
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[ |
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(DownhillSimplexOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(GeneticAlgorithmOptimizer), |
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(EvolutionStrategyOptimizer), |
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(DifferentialEvolutionOptimizer), |
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], |
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) |
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optimizers_noSBOM = ( |
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"Optimizer", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(RandomSearchOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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(GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(GeneticAlgorithmOptimizer), |
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(EvolutionStrategyOptimizer), |
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(DifferentialEvolutionOptimizer), |
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(DownhillSimplexOptimizer), |
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], |
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) |
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optimizers_SBOM = ( |
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"Optimizer", |
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[ |
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(DirectAlgorithm), |
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(LipschitzOptimizer), |
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(BayesianOptimizer), |
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(TreeStructuredParzenEstimators), |
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(ForestOptimizer), |
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], |
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) |
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optimizers_local = ( |
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"Optimizer", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(GeneticAlgorithmOptimizer), |
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(EvolutionStrategyOptimizer), |
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(DifferentialEvolutionOptimizer), |
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(DownhillSimplexOptimizer), |
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], |
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) |
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optimizers = ( |
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"Optimizer", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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(DownhillSimplexOptimizer), |
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(RandomSearchOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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(DirectAlgorithm), |
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(GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(GeneticAlgorithmOptimizer), |
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(EvolutionStrategyOptimizer), |
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(DifferentialEvolutionOptimizer), |
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(LipschitzOptimizer), |
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(BayesianOptimizer), |
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(TreeStructuredParzenEstimators), |
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(ForestOptimizer), |
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], |
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) |
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optimizers_2 = ( |
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"Optimizer2", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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(DownhillSimplexOptimizer), |
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(RandomSearchOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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(DirectAlgorithm), |
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(GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(GeneticAlgorithmOptimizer), |
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(EvolutionStrategyOptimizer), |
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(DifferentialEvolutionOptimizer), |
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(LipschitzOptimizer), |
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(BayesianOptimizer), |
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(TreeStructuredParzenEstimators), |
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(ForestOptimizer), |
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], |
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) |
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optimizers_non_deterministic = ( |
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"Optimizer", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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# (DownhillSimplexOptimizer), |
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(RandomSearchOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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# (GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(EvolutionStrategyOptimizer), |
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(LipschitzOptimizer), |
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(BayesianOptimizer), |
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(TreeStructuredParzenEstimators), |
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(ForestOptimizer), |
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], |
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) |
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optimizers_non_smbo = ( |
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"Optimizer_non_smbo", |
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[ |
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(HillClimbingOptimizer), |
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(StochasticHillClimbingOptimizer), |
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(RepulsingHillClimbingOptimizer), |
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(SimulatedAnnealingOptimizer), |
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(DownhillSimplexOptimizer), |
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(RandomSearchOptimizer), |
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(GridSearchOptimizer), |
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(RandomRestartHillClimbingOptimizer), |
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(RandomAnnealingOptimizer), |
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(PowellsMethod), |
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(PatternSearch), |
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(ParallelTemperingOptimizer), |
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(ParticleSwarmOptimizer), |
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(SpiralOptimization), |
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(EvolutionStrategyOptimizer), |
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], |
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209
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) |
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optimizers_smbo = ( |
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"Optimizer_smbo", |
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[ |
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(BayesianOptimizer), |
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(LipschitzOptimizer), |
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(DirectAlgorithm), |
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(TreeStructuredParzenEstimators), |
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219
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(ForestOptimizer), |
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], |
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) |
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SimonBlanke /
Gradient-Free-Optimizers
