optilab package

Subpackages

• optilab.data_classes package
  • Submodules
  • optilab.data_classes.bounds module
    • Bounds
      • Bounds.lower
      • Bounds.upper
      • Bounds.to_list()
      • Bounds.__len__()
      • Bounds.__str__()
      • Bounds.is_valid()
      • Bounds.__contains__()
      • Bounds.random_point()
      • Bounds.random_point_list()
      • Bounds.reflect()
      • Bounds.wrap()
      • Bounds.project()
      • Bounds.handle_bounds()
  • optilab.data_classes.function_metadata module
    • FunctionMetadata
      • FunctionMetadata.name
      • FunctionMetadata.dim
      • FunctionMetadata.hyperparameters
  • optilab.data_classes.optimization_run module
    • OptimizationRun
      • OptimizationRun.model_metadata
      • OptimizationRun.function_metadata
      • OptimizationRun.bounds
      • OptimizationRun.tolerance
      • OptimizationRun.logs
      • OptimizationRun.bests_y()
      • OptimizationRun.log_lengths()
      • OptimizationRun.stats()
      • OptimizationRun.remove_x()
  • optilab.data_classes.optimizer_metadata module
    • OptimizerMetadata
      • OptimizerMetadata.name
      • OptimizerMetadata.population_size
      • OptimizerMetadata.hyperparameters
  • optilab.data_classes.point module
    • Point
      • Point.x
      • Point.y
      • Point.is_evaluated
      • Point.__post_init__()
      • Point.dim()
      • Point.remove_x()
      • Point.__eq__()
  • optilab.data_classes.point_list module
    • PointList
      • PointList.points
      • PointList.from_list()
      • PointList.append()
      • PointList.extend()
      • PointList.x()
      • PointList.y()
      • PointList.pairs()
      • PointList.only_evaluated()
      • PointList.__getitem__()
      • PointList.__len__()
      • PointList.rank()
      • PointList.x_difference()
      • PointList.remove_x()
      • PointList.best()
      • PointList.best_index()
      • PointList.best_y()
      • PointList.slice_to_best()
  • Module contents
• optilab.functions package
  • Subpackages
    • optilab.functions.benchmarks package
      • Submodules
      • optilab.functions.benchmarks.cec_objective_function module
      • Module contents
    • optilab.functions.multimodal package
      • Submodules
      • optilab.functions.multimodal.ackley_function module
      • optilab.functions.multimodal.rastrigin_function module
      • optilab.functions.multimodal.rosenbrock_function module
      • Module contents
    • optilab.functions.surrogate package
      • Submodules
      • optilab.functions.surrogate.knn_surrogate_objective_function module
      • optilab.functions.surrogate.locally_weighted_polynomial_regression module
      • optilab.functions.surrogate.mlp_surrogate_objective_function module
      • optilab.functions.surrogate.polynomial_regression module
      • optilab.functions.surrogate.surrogate_objective_function module
      • optilab.functions.surrogate.xgboost_surrogate_objective_function module
      • Module contents
    • optilab.functions.unimodal package
      • Submodules
      • optilab.functions.unimodal.bent_cigar_function module
      • optilab.functions.unimodal.cumulative_squared_sums module
      • optilab.functions.unimodal.increasing_weight_cigar module
      • optilab.functions.unimodal.linear_function module
      • optilab.functions.unimodal.sphere_function module
      • Module contents
  • Submodules
  • optilab.functions.noisy_function module
    • NoisyFunction
      • NoisyFunction.__init__()
      • NoisyFunction.__call__()
  • optilab.functions.objective_function module
    • ObjectiveFunction
      • ObjectiveFunction.__init__()
      • ObjectiveFunction.__call__()
  • Module contents
• optilab.metamodels package
  • Submodules
  • optilab.metamodels.approximate_ranking_metamodel module
    • ApproximateRankingMetamodel
      • ApproximateRankingMetamodel.__init__()
      • ApproximateRankingMetamodel.init_n()
      • ApproximateRankingMetamodel._update_n()
      • ApproximateRankingMetamodel.__call__()
      • ApproximateRankingMetamodel.train_surrogate()
      • ApproximateRankingMetamodel.evaluate()
      • ApproximateRankingMetamodel.get_log()
      • ApproximateRankingMetamodel.adapt()
  • optilab.metamodels.iepolation_surrogate module
    • IEPolationSurrogate
      • IEPolationSurrogate.__init__()
      • IEPolationSurrogate.build_convex_hull()
      • IEPolationSurrogate.train()
      • IEPolationSurrogate.is_in_convex_hull()
      • IEPolationSurrogate.__call__()
  • optilab.metamodels.top_half_metamodel module
    • TopHalfMetamodel
      • TopHalfMetamodel.__init__()
      • TopHalfMetamodel.__call__()
      • TopHalfMetamodel.adapt()
      • TopHalfMetamodel.train_surrogate()
      • TopHalfMetamodel.evaluate()
      • TopHalfMetamodel.get_log()
  • Module contents
• optilab.optimizers package
  • Submodules
  • optilab.optimizers.cma_es module
    • CmaEs
      • CmaEs.__init__()
      • CmaEs._stop_internal()
      • CmaEs._spawn_cmaes()
      • CmaEs._stop()
      • CmaEs.optimize()
  • optilab.optimizers.ipop_cma_es module
    • IpopCmaEs
      • IpopCmaEs.optimize()
  • optilab.optimizers.knn_cma_es module
    • KnnCmaEs
      • KnnCmaEs.__init__()
      • KnnCmaEs.optimize()
  • optilab.optimizers.knn_ipop_cma_es module
    • KnnIpopCmaEs
      • KnnIpopCmaEs.__init__()
      • KnnIpopCmaEs.optimize()
  • optilab.optimizers.lmm_cma_es module
    • LmmCmaEs
      • LmmCmaEs.__init__()
      • LmmCmaEs.optimize()
  • optilab.optimizers.lmm_ipop_cma_es module
    • LmmIpopCmaEs
      • LmmIpopCmaEs.__init__()
      • LmmIpopCmaEs.optimize()
  • optilab.optimizers.optimizer module
    • Optimizer
      • Optimizer.__init__()
      • Optimizer._stop_budget()
      • Optimizer._stop_target_found()
      • Optimizer._stop_external()
      • Optimizer.optimize()
      • Optimizer.run_optimization()
  • optilab.optimizers.top_half_knn_ipop_cma_es module
    • TopHalfKnnIpopCmaEs
      • TopHalfKnnIpopCmaEs.__init__()
      • TopHalfKnnIpopCmaEs.optimize()
  • Module contents
• optilab.plotting package
  • Submodules
  • optilab.plotting.box_plot module
    • plot_box_plot()
  • optilab.plotting.convergence_curve module
    • convergence_curve()
    • plot_convergence_curve()
  • optilab.plotting.ecdf_curve module
    • _ecdf_thresholding()
    • ecdf_curve()
    • plot_ecdf_curves()
  • Module contents
• optilab.utils package
  • Submodules
  • optilab.utils.aggregate_pvalues module
    • aggregate_pvalues()
  • optilab.utils.aggregate_stats module
    • aggregate_stats()
  • optilab.utils.pickle_utils module
    • dump_to_pickle()
    • load_from_pickle()
    • list_all_pickles()
  • optilab.utils.stat_test module
    • mann_whitney_u_test_grid()
    • display_test_grid()
  • Module contents

Module contents