Index

A

Ackley (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) add_parameter_constraints() (ObjectiveFunc method) Algorithm (class in metaheuristic_designer.algorithm) (class in metaheuristic_designer.algorithms)

AlgorithmSelection (class in metaheuristic_designer.algorithms) (class in metaheuristic_designer.algorithms.algorithm_selection) apply_selection() (Population method) apply_slice() (Population method) attach_logger() (IOHObjective method)

B

BBOBObjective (class in metaheuristic_designer.benchmarks) BentCigar (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) best_individual() (Algorithm method), [1] (Population method) best_solution() (Algorithm method), [1] (Population method)

BinKnapsack (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.classic_problems) BounceBoundConstraint (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.bounce_bound_constraint) built-in function create_parent_selection() create_survivor_selection()

C

calculate_fitness() (Population method) check_random_state() (in module metaheuristic_designer.utils) checkpoint() (Checkpointer method) (PickleCheckpointer method) Checkpointer (class in metaheuristic_designer.checkpointer) ClipBoundConstraint (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.clip_bound_constraint) CompositeConstraint (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.composite_constraint) CompositeEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.composite_encoding) condition_str (ParsedStoppingCondition attribute) ConfigurableHistoryTracker (class in metaheuristic_designer.history_tracker)

ConstraintHandler (class in metaheuristic_designer.constraint_handler) (class in metaheuristic_designer.constraint_handlers) ConstraintHandlerFromLambda (class in metaheuristic_designer.constraint_handler) (class in metaheuristic_designer.constraint_handlers) CosineSchedule (class in metaheuristic_designer.parameter_schedules) cpu_time_limit (ParsedStoppingCondition attribute) create_parent_selection() built-in function create_reporter() (in module metaheuristic_designer.reporters) (in module metaheuristic_designer.reporters.create_reporter) create_survivor_selection() built-in function CycleBoundConstraint (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.cycle_bound_constraint)

D

debug_repr() (Population method) decode() (CompositeEncoding method), [1] (DefaultEncoding method), [1] (Encoding method), [1] (EncodingFromLambda method), [1] (ImageEncoding method), [1] (MatrixEncoding method), [1] (ParameterExtendingEncoding method), [1] (Population method) (SigmoidEncoding method), [1] (TypeCastEncoding method), [1]

decode_func() (CompositeEncoding method), [1] decode_params() (ParameterExtendingEncoding method), [1] (Population method) default() (NumpyEncoder method) DefaultEncoding (class in metaheuristic_designer.encoding) (class in metaheuristic_designer.encodings) detach_logger() (IOHObjective method) DiophantineEq (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) Discus (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

E

encode() (CompositeEncoding method), [1] (DefaultEncoding method), [1] (Encoding method), [1] (EncodingFromLambda method), [1] (ImageEncoding method), [1] (MatrixEncoding method), [1] (ParameterExtendingEncoding method), [1] (Population method) (SigmoidEncoding method), [1] (TypeCastEncoding method), [1] encode_func() (CompositeEncoding method), [1] encode_params() (ParameterExtendingEncoding method), [1] Encoding (class in metaheuristic_designer.encoding) (class in metaheuristic_designer.encodings) EncodingFromLambda (class in metaheuristic_designer.encoding) (class in metaheuristic_designer.encodings) evaluate() (CosineSchedule method) (ExponentialDecaySchedule method), [1] (LinearSchedule method), [1] (LogisticSchedule method), [1] (NoisySchedule method) (ParameterFromLambda method) (ProbabilityAnnealingSchedule method) (RandomSchedule method), [1] (SchedulableParameter method), [1] (StepSchedule method), [1] (StridedSchedule method) (ThresholdSchedule method), [1]

evaluations (Algorithm property), [1] evolve() (NullOperator method) (Operator method) (OperatorFromLambda method) ExpandedGriewankPlusRosenbrock (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) ExpandedShafferF6 (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) ExponentialDecaySchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.exponential_decay_schedule) ExtendedConstraintHandler (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.extended_constraint) extra_report() (SearchStrategy method) extra_step_info() (SearchStrategy method) extract_params() (CompositeEncoding method), [1] (ParameterExtendingEncoding method), [1] extract_solution() (CompositeEncoding method), [1] (ParameterExtendingEncoding method), [1]

F

fitness() (ObjectiveFunc method)

from_cnf_file() (ThreeSAT static method), [1] from_csv() (TSP class method), [1]

G

gather_parameters() (Algorithm method), [1] (SearchStrategy method) gather_params() (CompositeConstraint method), [1] (CompositeEncoding method), [1] (Encoding method), [1] (Operator method) (ParentSelection method) (SurvivorSelection method) generate_individual() (Initializer method) generate_population() (Initializer method) generate_random() (Initializer method) (InitializerFromLambda method) get_params() (ParametrizableMixin method) get_progress() (ParsedStoppingCondition method) (StoppingCondition method)

get_state() (Algorithm method), [1] (ConfigurableHistoryTracker method) (ConstraintHandler method), [1] (Encoding method), [1] (HistoryTracker method) (Initializer method) (ObjectiveFunc method) (Operator method) (ParentSelection method) (ParsedStoppingCondition method) (Population method) (SearchStrategy method) (StoppingCondition method) (SurvivorSelection method) Griewank (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

H

HappyCat (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) HGBat (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

HighCondElliptic (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) HistoryTracker (class in metaheuristic_designer.history_tracker)

I

ImageEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.image_encoding) ImgApprox (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.img_funcs) ImgEntropy (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.img_funcs) ImgStd (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.img_funcs)

initialize() (Algorithm method), [1] (SearchStrategy method) initializer (Algorithm property), [1] Initializer (class in metaheuristic_designer.initializer) InitializerFromLambda (class in metaheuristic_designer.initializer) IOHObjective (class in metaheuristic_designer.benchmarks) is_finished() (ParsedStoppingCondition method) (StoppingCondition method) iterations (Algorithm property), [1]

J

join() (Population method)

join_populations() (Population static method)

K

Katsuura (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

L

LinearBoundPenaltyConstraint (class in metaheuristic_designer.constraint_handlers) (class in metaheuristic_designer.constraint_handlers.linear_bound_penalty_constraint) LinearSchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.linear_schedule) load() (Checkpointer method) (PickleCheckpointer method) log_end() (Reporter method), [1] (SilentReporter method), [1] (TQDMReporter method), [1] (VerboseReporter method), [1]

log_init() (Reporter method), [1] (SilentReporter method), [1] (TQDMReporter method), [1] (VerboseReporter method), [1] log_step() (Reporter method), [1] (SilentReporter method), [1] (TQDMReporter method), [1] (VerboseReporter method), [1] LogisticSchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.logistic_schedule)

M

MatrixEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.matrix_encoding) max_evaluations (ParsedStoppingCondition attribute) max_iterations (ParsedStoppingCondition attribute) max_patience (ParsedStoppingCondition attribute) MaxClique (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.classic_problems) MaxOnes (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) metaheuristic_designer.algorithm module metaheuristic_designer.algorithms module metaheuristic_designer.algorithms.algorithm_selection module metaheuristic_designer.algorithms.strategy_selection module metaheuristic_designer.benchmarks module metaheuristic_designer.benchmarks.benchmark_funcs module metaheuristic_designer.benchmarks.classic_problems module metaheuristic_designer.benchmarks.img_funcs module metaheuristic_designer.checkpointer module metaheuristic_designer.constraint_handler module metaheuristic_designer.constraint_handlers module metaheuristic_designer.constraint_handlers.bounce_bound_constraint module metaheuristic_designer.constraint_handlers.clip_bound_constraint module metaheuristic_designer.constraint_handlers.composite_constraint module metaheuristic_designer.constraint_handlers.cycle_bound_constraint module metaheuristic_designer.constraint_handlers.extended_constraint module metaheuristic_designer.constraint_handlers.linear_bound_penalty_constraint module metaheuristic_designer.encoding module metaheuristic_designer.encodings module metaheuristic_designer.encodings.composite_encoding module metaheuristic_designer.encodings.image_encoding module metaheuristic_designer.encodings.matrix_encoding module metaheuristic_designer.encodings.parameter_extending_encoding module metaheuristic_designer.encodings.sigmoid_encoding module metaheuristic_designer.encodings.special module metaheuristic_designer.encodings.special.PSO_encoding module metaheuristic_designer.encodings.special.self_adapting_ES_encoding module metaheuristic_designer.encodings.type_cast_encoding module metaheuristic_designer.history_tracker module metaheuristic_designer.initializer module metaheuristic_designer.objective_function module metaheuristic_designer.operator module metaheuristic_designer.parameter_schedules module metaheuristic_designer.parameter_schedules.exponential_decay_schedule module metaheuristic_designer.parameter_schedules.linear_schedule module metaheuristic_designer.parameter_schedules.logistic_schedule module metaheuristic_designer.parameter_schedules.random_schedule module metaheuristic_designer.parameter_schedules.step_schedule module

metaheuristic_designer.parameter_schedules.threshold_schedule module metaheuristic_designer.parametrizable_mixin module metaheuristic_designer.parent_selection_base module metaheuristic_designer.population module metaheuristic_designer.reporter module metaheuristic_designer.reporters module metaheuristic_designer.reporters.create_reporter module metaheuristic_designer.reporters.silent_reporter module metaheuristic_designer.reporters.tqdm_reporter module metaheuristic_designer.reporters.verbose_reporter module metaheuristic_designer.schedulable_parameter module metaheuristic_designer.search_strategy module metaheuristic_designer.stopping_condition module metaheuristic_designer.survivor_selection_base module metaheuristic_designer.utils module ModSchwefel (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) module metaheuristic_designer.algorithm metaheuristic_designer.algorithms metaheuristic_designer.algorithms.algorithm_selection metaheuristic_designer.algorithms.strategy_selection metaheuristic_designer.benchmarks metaheuristic_designer.benchmarks.benchmark_funcs metaheuristic_designer.benchmarks.classic_problems metaheuristic_designer.benchmarks.img_funcs metaheuristic_designer.checkpointer metaheuristic_designer.constraint_handler metaheuristic_designer.constraint_handlers metaheuristic_designer.constraint_handlers.bounce_bound_constraint metaheuristic_designer.constraint_handlers.clip_bound_constraint metaheuristic_designer.constraint_handlers.composite_constraint metaheuristic_designer.constraint_handlers.cycle_bound_constraint metaheuristic_designer.constraint_handlers.extended_constraint metaheuristic_designer.constraint_handlers.linear_bound_penalty_constraint metaheuristic_designer.encoding metaheuristic_designer.encodings metaheuristic_designer.encodings.composite_encoding metaheuristic_designer.encodings.image_encoding metaheuristic_designer.encodings.matrix_encoding metaheuristic_designer.encodings.parameter_extending_encoding metaheuristic_designer.encodings.sigmoid_encoding metaheuristic_designer.encodings.special metaheuristic_designer.encodings.special.PSO_encoding metaheuristic_designer.encodings.special.self_adapting_ES_encoding metaheuristic_designer.encodings.type_cast_encoding metaheuristic_designer.history_tracker metaheuristic_designer.initializer metaheuristic_designer.objective_function metaheuristic_designer.operator metaheuristic_designer.parameter_schedules metaheuristic_designer.parameter_schedules.exponential_decay_schedule metaheuristic_designer.parameter_schedules.linear_schedule metaheuristic_designer.parameter_schedules.logistic_schedule metaheuristic_designer.parameter_schedules.random_schedule metaheuristic_designer.parameter_schedules.step_schedule metaheuristic_designer.parameter_schedules.threshold_schedule metaheuristic_designer.parametrizable_mixin metaheuristic_designer.parent_selection_base metaheuristic_designer.population metaheuristic_designer.reporter metaheuristic_designer.reporters metaheuristic_designer.reporters.create_reporter metaheuristic_designer.reporters.silent_reporter metaheuristic_designer.reporters.tqdm_reporter metaheuristic_designer.reporters.verbose_reporter metaheuristic_designer.schedulable_parameter metaheuristic_designer.search_strategy metaheuristic_designer.stopping_condition metaheuristic_designer.survivor_selection_base metaheuristic_designer.utils

N

N4XinSheYang (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) NoisySchedule (class in metaheuristic_designer.parameter_schedules) NullConstraint (class in metaheuristic_designer.constraint_handler) (class in metaheuristic_designer.constraint_handlers)

NullObjectiveFunc (class in metaheuristic_designer.objective_function) NullOperator (class in metaheuristic_designer.operator) NullParentSelection (class in metaheuristic_designer.parent_selection_base) NullSurvivorSelection (class in metaheuristic_designer.survivor_selection_base) NumpyEncoder (class in metaheuristic_designer.utils)

O

objective() (Ackley method), [1] (BentCigar method), [1] (BinKnapsack method), [1] (DiophantineEq method), [1] (Discus method), [1] (ExpandedGriewankPlusRosenbrock method), [1] (ExpandedShafferF6 method), [1] (Griewank method), [1] (HappyCat method), [1] (HGBat method), [1] (HighCondElliptic method), [1] (ImgApprox method), [1] (ImgEntropy method), [1] (ImgStd method), [1] (IOHObjective method) (Katsuura method), [1] (MaxClique method), [1] (MaxOnes method), [1] (ModSchwefel method), [1] (N4XinSheYang method), [1] (NullObjectiveFunc method) (ObjectiveFromLambda method) (ObjectiveFunc method) (Rastrigin method), [1] (Rosenbrock method), [1] (SleepTest method), [1] (Sphere method), [1] (SumPowell method), [1] (ThreeSAT method), [1] (TSP method), [1] (Weierstrass method), [1]

objective_target (ParsedStoppingCondition attribute) ObjectiveFromLambda (class in metaheuristic_designer.objective_function) ObjectiveFunc (class in metaheuristic_designer.objective_function) Operator (class in metaheuristic_designer.operator) OperatorFromLambda (class in metaheuristic_designer.operator) optimization_mode (ParsedStoppingCondition attribute) optimize() (Algorithm method), [1] (AlgorithmSelection method), [1]

P

ParameterExtendingEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.parameter_extending_encoding) ParameterFromLambda (class in metaheuristic_designer.schedulable_parameter) ParametrizableMixin (class in metaheuristic_designer.parametrizable_mixin) params (ParametrizableMixin property) ParentSelection (class in metaheuristic_designer.parent_selection_base) ParentSelectionFromLambda (class in metaheuristic_designer.parent_selection_base) parse_stopping_cond() (in module metaheuristic_designer.stopping_condition) ParsedStoppingCondition (class in metaheuristic_designer.stopping_condition) patience_left (Algorithm property), [1] PenalizeConstraint (class in metaheuristic_designer.constraint_handler) (class in metaheuristic_designer.constraint_handlers) penalty() (CompositeConstraint method), [1] (ConstraintHandler method), [1] (ConstraintHandlerFromLambda method), [1] (ExtendedConstraintHandler method), [1] (LinearBoundPenaltyConstraint method), [1] (NullConstraint method), [1] (RepairConstraint method), [1]

per_individual() (in module metaheuristic_designer.utils) per_individual_list() (in module metaheuristic_designer.utils) PickleCheckpointer (class in metaheuristic_designer.checkpointer) Population (class in metaheuristic_designer.population) population_size (SearchStrategy property) ProbabilityAnnealingSchedule (class in metaheuristic_designer.parameter_schedules) process_condition() (in module metaheuristic_designer.stopping_condition) process_progress() (in module metaheuristic_designer.stopping_condition) progress (Algorithm property), [1] progress_metric_str (ParsedStoppingCondition attribute) PSOEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.special) (class in metaheuristic_designer.encodings.special.PSO_encoding)

R

RandomSchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.random_schedule) Rastrigin (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) real_time_limit (ParsedStoppingCondition attribute) repair_solution() (BinKnapsack method), [1] (BounceBoundConstraint method), [1] (ClipBoundConstraint method), [1] (CompositeConstraint method), [1] (ConstraintHandler method), [1] (ConstraintHandlerFromLambda method), [1] (CycleBoundConstraint method), [1] (ExtendedConstraintHandler method), [1] (NullConstraint method), [1] (ObjectiveFunc method) (PenalizeConstraint method), [1] repair_solutions() (Population method) RepairConstraint (class in metaheuristic_designer.constraint_handler) (class in metaheuristic_designer.constraint_handlers)

repeat() (Population method) report() (AlgorithmSelection method), [1] Reporter (class in metaheuristic_designer.reporter) (class in metaheuristic_designer.reporters) reset() (SearchStrategy method) restart() (Algorithm method), [1] (Checkpointer method) (ConfigurableHistoryTracker method) (HistoryTracker method) (IOHObjective method) (ObjectiveFunc method) (ParsedStoppingCondition method) (PickleCheckpointer method) (StoppingCondition method) resume() (Algorithm method), [1] Rosenbrock (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

S

save() (Checkpointer method) (PickleCheckpointer method) SchedulableParameter (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.schedulable_parameter) SearchStrategy (class in metaheuristic_designer.search_strategy) SearchStrategyFromLambda (class in metaheuristic_designer.search_strategy) select() (NullParentSelection method) (NullSurvivorSelection method) (ParentSelection method) (ParentSelectionFromLambda method) (SurvivorSelection method) (SurvivorSelectionFromLambda method) SelfAdaptingESEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.special) (class in metaheuristic_designer.encodings.special.self_adapting_ES_encoding) SigmoidEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.sigmoid_encoding) SilentReporter (class in metaheuristic_designer.reporters) (class in metaheuristic_designer.reporters.silent_reporter) SleepTest (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)

sort_population() (Population method) Sphere (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) step() (Algorithm method), [1] (Population method) (SearchStrategy method) (SearchStrategyFromLambda method) StepSchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.step_schedule) StoppingCondition (class in metaheuristic_designer.stopping_condition) store_kwargs() (ParametrizableMixin method) store_state() (Algorithm method), [1] StrategySelection (class in metaheuristic_designer.algorithms) (class in metaheuristic_designer.algorithms.strategy_selection) StridedSchedule (class in metaheuristic_designer.parameter_schedules) SumPowell (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs) SurvivorSelection (class in metaheuristic_designer.survivor_selection_base) SurvivorSelectionFromLambda (class in metaheuristic_designer.survivor_selection_base)

T

take_selection() (Population method) take_slice() (Population method) TerminationException ThreeSAT (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.classic_problems) ThresholdSchedule (class in metaheuristic_designer.parameter_schedules) (class in metaheuristic_designer.parameter_schedules.threshold_schedule) to_pandas() (Algorithm method), [1] (ConfigurableHistoryTracker method) (HistoryTracker method)

to_pandas_full_objective() (Algorithm method), [1] (ConfigurableHistoryTracker method) (HistoryTracker method) TQDMReporter (class in metaheuristic_designer.reporters) (class in metaheuristic_designer.reporters.tqdm_reporter) TSP (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.classic_problems) TypeCastEncoding (class in metaheuristic_designer.encodings) (class in metaheuristic_designer.encodings.type_cast_encoding)

U

update() (Algorithm method), [1] (ConfigurableHistoryTracker method) (HistoryTracker method) (Operator method) (ParametrizableMixin method) (ParsedStoppingCondition method) (SearchStrategy method) (StoppingCondition method)

update_best_from_parents() (Population method) update_genotype() (Population method) update_kwargs() (ParametrizableMixin method)

V

VerboseReporter (class in metaheuristic_designer.reporters) (class in metaheuristic_designer.reporters.verbose_reporter)

W

Weierstrass (class in metaheuristic_designer.benchmarks) (class in metaheuristic_designer.benchmarks.benchmark_funcs)