syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms package

Submodules

• syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes module
  • assign_active_metric()
  • NextCandidatesAlgorithm
    • NextCandidatesAlgorithm.next_candidates()
  • Predictor
    • Predictor.keys_predict()
    • Predictor.predict()
    • Predictor.hp_ranges_for_prediction()
    • Predictor.predict_candidates()
    • Predictor.current_best()
    • Predictor.backward_gradient()
  • ScoringFunction
    • ScoringFunction.score()
  • AcquisitionFunction
    • AcquisitionFunction.compute_acq()
    • AcquisitionFunction.compute_acq_with_gradient()
    • AcquisitionFunction.score()
  • LocalOptimizer
    • LocalOptimizer.optimize()
  • CandidateGenerator
    • CandidateGenerator.generate_candidates()
    • CandidateGenerator.generate_candidates_en_bulk()
• syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm module
  • BayesianOptimizationAlgorithm
    • BayesianOptimizationAlgorithm.initial_candidates_generator
    • BayesianOptimizationAlgorithm.initial_candidates_scorer
    • BayesianOptimizationAlgorithm.num_initial_candidates
    • BayesianOptimizationAlgorithm.local_optimizer
    • BayesianOptimizationAlgorithm.pending_candidate_state_transformer
    • BayesianOptimizationAlgorithm.exclusion_candidates
    • BayesianOptimizationAlgorithm.num_requested_candidates
    • BayesianOptimizationAlgorithm.greedy_batch_selection
    • BayesianOptimizationAlgorithm.duplicate_detector
    • BayesianOptimizationAlgorithm.num_initial_candidates_for_batch
    • BayesianOptimizationAlgorithm.sample_unique_candidates
    • BayesianOptimizationAlgorithm.debug_log
    • BayesianOptimizationAlgorithm.next_candidates()
• syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components module
  • IndependentThompsonSampling
    • IndependentThompsonSampling.score()
  • LBFGSOptimizeAcquisition
    • LBFGSOptimizeAcquisition.optimize()
  • NoOptimization
    • NoOptimization.optimize()
  • RandomStatefulCandidateGenerator
    • RandomStatefulCandidateGenerator.generate_candidates()
    • RandomStatefulCandidateGenerator.generate_candidates_en_bulk()
  • generate_unique_candidates()
  • RandomFromSetCandidateGenerator
    • RandomFromSetCandidateGenerator.generate_candidates()
    • RandomFromSetCandidateGenerator.generate_candidates_en_bulk()
  • DuplicateDetector
    • DuplicateDetector.contains()
  • DuplicateDetectorNoDetection
    • DuplicateDetectorNoDetection.contains()
  • DuplicateDetectorIdentical
    • DuplicateDetectorIdentical.contains()
• syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.defaults module