Index

_

__init__() (thefittest.base.EphemeralNode method) (thefittest.base.FunctionalNode method) (thefittest.base.Net method) (thefittest.base.TerminalNode method) (thefittest.base.Tree method) (thefittest.base.UniversalSet method) (thefittest.benchmarks.BanknoteDataset method) (thefittest.benchmarks.BreastCancerDataset method) (thefittest.benchmarks.CreditRiskDataset method) (thefittest.benchmarks.DigitsDataset method) (thefittest.benchmarks.IrisDataset method) (thefittest.benchmarks.UserKnowladgeDataset method) (thefittest.benchmarks.WineDataset method) (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method)

A

Ackley (class in thefittest.benchmarks)

B

BanknoteDataset (class in thefittest.benchmarks) best_1() (in module thefittest.utils.mutations) best_2() (in module thefittest.utils.mutations) binary_string_population() (thefittest.optimizers.GeneticAlgorithm static method) (thefittest.optimizers.GeneticProgramming static method) (thefittest.optimizers.PDPGA static method) (thefittest.optimizers.PDPGP static method) (thefittest.optimizers.SelfCGA static method) (thefittest.optimizers.SelfCGP static method) (thefittest.optimizers.SHAGA static method) binomial() (in module thefittest.utils.crossovers) binomialGA() (in module thefittest.utils.crossovers)

bit_to_gray() (thefittest.utils.transformations.GrayCode static method) bit_to_int() (thefittest.utils.transformations.GrayCode static method) (thefittest.utils.transformations.SamplingGrid static method) BreastCancerDataset (class in thefittest.benchmarks) build_grid() (thefittest.benchmarks.Ackley method) (thefittest.benchmarks.Griewank method) (thefittest.benchmarks.HighConditionedElliptic method) (thefittest.benchmarks.OneMax method) (thefittest.benchmarks.Rastrigin method) (thefittest.benchmarks.Rosenbrock method) (thefittest.benchmarks.Schwefe1_2 method) (thefittest.benchmarks.Sphere method) (thefittest.benchmarks.Weierstrass method)

C

cauchy_distribution() (in module thefittest.utils.random) check_random_state() (in module thefittest.utils.random) compile_torch() (thefittest.base.Net method) concat() (thefittest.base.Tree method) copy() (thefittest.base.Net method) (thefittest.base.Tree method)

cpu() (thefittest.base.Net method) CreditRiskDataset (class in thefittest.benchmarks) cuda() (thefittest.base.Net method) current_to_best_1() (in module thefittest.utils.mutations) current_to_pbest_1_archive() (in module thefittest.utils.mutations) current_to_pbest_1_archive_p_min() (in module thefittest.utils.mutations) current_to_rand_1() (in module thefittest.utils.mutations)

D

DifferentialEvolution (class in thefittest.optimizers)

DigitsDataset (class in thefittest.benchmarks)

E

empty_crossover() (in module thefittest.utils.crossovers) empty_crossoverGP() (in module thefittest.utils.crossovers)

ensure_compiled() (thefittest.base.Net method) EphemeralNode (class in thefittest.base)

F

f() (thefittest.benchmarks.Ackley method) (thefittest.benchmarks.Griewank method) (thefittest.benchmarks.HighConditionedElliptic method) (thefittest.benchmarks.OneMax method) (thefittest.benchmarks.Rastrigin method) (thefittest.benchmarks.Rosenbrock method) (thefittest.benchmarks.Schwefe1_2 method) (thefittest.benchmarks.Sphere method) (thefittest.benchmarks.Weierstrass method) F1() (in module thefittest.benchmarks.symbolicregression17) F10() (in module thefittest.benchmarks.symbolicregression17) F11() (in module thefittest.benchmarks.symbolicregression17) F12() (in module thefittest.benchmarks.symbolicregression17) F13() (in module thefittest.benchmarks.symbolicregression17) F14() (in module thefittest.benchmarks.symbolicregression17) F15() (in module thefittest.benchmarks.symbolicregression17) F16() (in module thefittest.benchmarks.symbolicregression17) F17() (in module thefittest.benchmarks.symbolicregression17) F2() (in module thefittest.benchmarks.symbolicregression17) F3() (in module thefittest.benchmarks.symbolicregression17) F4() (in module thefittest.benchmarks.symbolicregression17) F5() (in module thefittest.benchmarks.symbolicregression17) F6() (in module thefittest.benchmarks.symbolicregression17) F7() (in module thefittest.benchmarks.symbolicregression17) F8() (in module thefittest.benchmarks.symbolicregression17) F9() (in module thefittest.benchmarks.symbolicregression17)

fit() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) flip_coin() (in module thefittest.utils.random) flip_mutation() (in module thefittest.utils.mutations) float_population() (thefittest.optimizers.DifferentialEvolution static method) (thefittest.optimizers.jDE static method) (thefittest.optimizers.SHADE static method) forward() (thefittest.base.Net method) full_growing_method() (thefittest.base.Tree class method) FunctionalNode (class in thefittest.base)

G

generator1() (in module thefittest.utils.random) generator2() (in module thefittest.utils.random) GeneticAlgorithm (class in thefittest.optimizers) GeneticProgramming (class in thefittest.optimizers) GeneticProgrammingClassifier (class in thefittest.classifiers) GeneticProgrammingNeuralNetClassifier (class in thefittest.classifiers) GeneticProgrammingNeuralNetRegressor (class in thefittest.regressors) GeneticProgrammingRegressor (class in thefittest.regressors) genotype_to_phenotype_tree() (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier static method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor static method) get_args_id() (thefittest.base.Tree method) get_bits_per_variable() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_calls() (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method) get_common_region() (thefittest.base.Tree method) get_fittest() (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method) get_graph() (thefittest.base.Net method) (thefittest.base.Tree method) get_h_per_variable() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_left_border() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_levels() (thefittest.base.Tree method) get_max_level() (thefittest.base.Tree method) get_metadata_routing() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) get_net() (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.MLPEARegressor method) get_num_variables() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_params() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) get_remains_calls() (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method)

get_right_border() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_stats() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.optimizers.DifferentialEvolution method) (thefittest.optimizers.GeneticAlgorithm method) (thefittest.optimizers.GeneticProgramming method) (thefittest.optimizers.jDE method) (thefittest.optimizers.PDPGA method) (thefittest.optimizers.PDPGP method) (thefittest.optimizers.SelfCGA method) (thefittest.optimizers.SelfCGP method) (thefittest.optimizers.SHADE method) (thefittest.optimizers.SHAGA method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) get_str_len() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) get_tree() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) get_X() (thefittest.benchmarks.BanknoteDataset method) (thefittest.benchmarks.BreastCancerDataset method) (thefittest.benchmarks.CreditRiskDataset method) (thefittest.benchmarks.DigitsDataset method) (thefittest.benchmarks.IrisDataset method) (thefittest.benchmarks.UserKnowladgeDataset method) (thefittest.benchmarks.WineDataset method) get_X_names() (thefittest.benchmarks.BanknoteDataset method) (thefittest.benchmarks.BreastCancerDataset method) (thefittest.benchmarks.CreditRiskDataset method) (thefittest.benchmarks.DigitsDataset method) (thefittest.benchmarks.IrisDataset method) (thefittest.benchmarks.UserKnowladgeDataset method) (thefittest.benchmarks.WineDataset method) get_y() (thefittest.benchmarks.BanknoteDataset method) (thefittest.benchmarks.BreastCancerDataset method) (thefittest.benchmarks.CreditRiskDataset method) (thefittest.benchmarks.DigitsDataset method) (thefittest.benchmarks.IrisDataset method) (thefittest.benchmarks.UserKnowladgeDataset method) (thefittest.benchmarks.WineDataset method) get_y_names() (thefittest.benchmarks.BanknoteDataset method) (thefittest.benchmarks.BreastCancerDataset method) (thefittest.benchmarks.CreditRiskDataset method) (thefittest.benchmarks.DigitsDataset method) (thefittest.benchmarks.IrisDataset method) (thefittest.benchmarks.UserKnowladgeDataset method) (thefittest.benchmarks.WineDataset method) gray_to_bit() (thefittest.utils.transformations.GrayCode static method) GrayCode (class in thefittest.utils.transformations) Griewank (class in thefittest.benchmarks) growing_method() (thefittest.base.Tree class method) growing_mutation() (in module thefittest.utils.mutations)

H

half_and_half() (thefittest.optimizers.GeneticProgramming static method) (thefittest.optimizers.PDPGP static method) (thefittest.optimizers.SelfCGP static method)

HighConditionedElliptic (class in thefittest.benchmarks)

I

init_symbolic_regression_uniset() (in module thefittest.base) int_to_bit() (thefittest.utils.transformations.GrayCode static method) (thefittest.utils.transformations.SamplingGrid static method)

inverse_transform() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) IrisDataset (class in thefittest.benchmarks)

J

jDE (class in thefittest.optimizers)

M

minmax_scale() (in module thefittest.utils.transformations) MLPEAClassifier (class in thefittest.classifiers) MLPEARegressor (class in thefittest.regressors) module thefittest.base thefittest.benchmarks.CEC2005 thefittest.benchmarks.symbolicregression17 thefittest.utils.crossovers thefittest.utils.mutations thefittest.utils.random thefittest.utils.selections thefittest.utils.transformations

N

Net (class in thefittest.base)

numba_seed() (in module thefittest.utils.random)

O

one_point_crossover() (in module thefittest.utils.crossovers)

one_point_crossoverGP() (in module thefittest.utils.crossovers) OneMax (class in thefittest.benchmarks)

P

PDPGA (class in thefittest.optimizers) PDPGP (class in thefittest.optimizers) plot() (thefittest.base.Net method) (thefittest.base.Tree method) point_mutation() (in module thefittest.utils.mutations) predict() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method)

predict_proba() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) proportional_selection() (in module thefittest.utils.selections)

R

rand_1() (in module thefittest.utils.mutations) rand_2() (in module thefittest.utils.mutations) rand_to_best1() (in module thefittest.utils.mutations) randint() (in module thefittest.utils.random) random_sample() (in module thefittest.utils.random)

random_tree() (thefittest.base.Tree class method) random_weighted_sample() (in module thefittest.utils.random) rank_selection() (in module thefittest.utils.selections) Rastrigin (class in thefittest.benchmarks) Rosenbrock (class in thefittest.benchmarks)

S

SamplingGrid (class in thefittest.utils.transformations) sattolo_shuffle() (in module thefittest.utils.random) sattolo_shuffle_2d() (in module thefittest.utils.random) Schwefe1_2 (class in thefittest.benchmarks) score() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) SelfCGA (class in thefittest.optimizers) SelfCGP (class in thefittest.optimizers) set_params() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method)

set_score_request() (thefittest.classifiers.GeneticProgrammingClassifier method) (thefittest.classifiers.GeneticProgrammingNeuralNetClassifier method) (thefittest.classifiers.MLPEAClassifier method) (thefittest.regressors.GeneticProgrammingNeuralNetRegressor method) (thefittest.regressors.GeneticProgrammingRegressor method) (thefittest.regressors.MLPEARegressor method) set_terminals() (thefittest.base.Tree method) SHADE (class in thefittest.optimizers) SHAGA (class in thefittest.optimizers) shrink_mutation() (in module thefittest.utils.mutations) signature() (thefittest.base.Net method) (thefittest.base.Tree method) Sphere (class in thefittest.benchmarks) standard_crossover() (in module thefittest.utils.crossovers) subtree() (thefittest.base.Tree method) subtree_id() (thefittest.base.Tree method) swap_mutation() (in module thefittest.utils.mutations)

T

TerminalNode (class in thefittest.base) thefittest.base module thefittest.benchmarks.CEC2005 module thefittest.benchmarks.symbolicregression17 module thefittest.utils.crossovers module thefittest.utils.mutations module

thefittest.utils.random module thefittest.utils.selections module thefittest.utils.transformations module to() (thefittest.base.Net method) tournament_selection() (in module thefittest.utils.selections) transform() (thefittest.utils.transformations.GrayCode method) (thefittest.utils.transformations.SamplingGrid method) Tree (class in thefittest.base) two_point_crossover() (in module thefittest.utils.crossovers)

U

uniform() (in module thefittest.utils.random) uniform_crossover() (in module thefittest.utils.crossovers) uniform_crossoverGP() (in module thefittest.utils.crossovers) uniform_proportional_crossover() (in module thefittest.utils.crossovers) uniform_proportional_crossover_GP() (in module thefittest.utils.crossovers)

uniform_rank_crossover() (in module thefittest.utils.crossovers) uniform_rank_crossover_GP() (in module thefittest.utils.crossovers) uniform_tournament_crossover() (in module thefittest.utils.crossovers) uniform_tournament_crossover_GP() (in module thefittest.utils.crossovers) UniversalSet (class in thefittest.base) UserKnowladgeDataset (class in thefittest.benchmarks)

W

Weierstrass (class in thefittest.benchmarks)

WineDataset (class in thefittest.benchmarks)

Z

z() (in module thefittest.benchmarks.symbolicregression17)