Index

A

absolute_error() (in module optunity.metrics) accept_server_connection() (in module optunity.communication) accuracy() (in module optunity.metrics) add_to_queue() (optunity.communication.EvalManager method) append() (optunity.solvers.util.ThreadSafeQueue method)

Args (class in optunity.functions) args (optunity.constraints.ConstraintViolation attribute) (optunity.functions.MaximumEvaluationsException attribute) assign_grid_points() (optunity.solvers.GridSearch.GridSearch static method) auc() (in module optunity.metrics) available_solvers() (in module optunity) (in module optunity.api)

B

bitwise_xor() (optunity.solvers.Sobol.Sobol static method) bounds (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) (optunity.solvers.RandomSearch.RandomSearch attribute) (optunity.solvers.Sobol.Sobol attribute) (optunity.solvers.TPE.TPE attribute)

box constraints brier() (in module optunity.metrics)

C

call_log2dataframe() (in module optunity) (in module optunity.functions) CallLog (class in optunity.functions) cases (optunity.search_spaces.Options attribute) choice (optunity.search_spaces.Node attribute) clone() (optunity.solvers.ParticleSwarm.ParticleSwarm.Particle method) CMA_ES (class in optunity.solvers.CMAES) compute_curve() (in module optunity.metrics) constr_lb_c() (in module optunity.constraints) constr_lb_o() (in module optunity.constraints) constr_range_cc() (in module optunity.constraints) constr_range_co() (in module optunity.constraints) constr_range_oc() (in module optunity.constraints) constr_range_oo() (in module optunity.constraints)

constr_ub_c() (in module optunity.constraints) constr_ub_o() (in module optunity.constraints) constrained() (in module optunity.constraints) constraint (optunity.constraints.ConstraintViolation attribute) ConstraintViolation content (optunity.search_spaces.SearchTree attribute) (optunity.solvers.util.ThreadSafeQueue attribute) contingency_table() (in module optunity.metrics) contingency_tables() (in module optunity.metrics) copy() (optunity.solvers.util.ThreadSafeQueue method) create_pmap() (in module optunity.parallel) cross_validated() (in module optunity) (in module optunity.cross_validation) cv (optunity.communication.EvalManager attribute)

D

data (optunity.functions.CallLog attribute) decode() (optunity.search_spaces.SearchTree method) delete() (optunity.functions.CallLog method)

desc_brief (optunity.solvers.GridSearch.GridSearch attribute) (optunity.solvers.NelderMead.NelderMead attribute) (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) (optunity.solvers.RandomSearch.RandomSearch attribute) (optunity.solvers.Sobol.Sobol attribute) desc_full (optunity.solvers.GridSearch.GridSearch attribute) (optunity.solvers.NelderMead.NelderMead attribute) (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) (optunity.solvers.RandomSearch.RandomSearch attribute) (optunity.solvers.Sobol.Sobol attribute) DocumentedNamedTuple() (in module optunity.util)

E

error_rate() (in module optunity.metrics)

EvalManager (class in optunity.communication)

F

fbeta() (in module optunity.metrics) flush_queue() (optunity.communication.EvalManager method) fold_request() (in module optunity.standalone)

from_dict() (optunity.functions.CallLog static method) ftol (optunity.solvers.NelderMead.NelderMead attribute) Future (class in optunity.parallel)

G

generate() (optunity.solvers.ParticleSwarm.ParticleSwarm method) generate_folds() (in module optunity) (in module optunity.cross_validation) get() (in module optunity.solvers.solver_registry) (optunity.communication.EvalManager method) (optunity.functions.CallLog method)

get_default_args() (in module optunity.util) getargspec() (in module optunity.util) GridSearch (class in optunity.solvers.GridSearch)

H

hyperparameters

I

i4_bit_hi1() (optunity.solvers.Sobol.Sobol static method) i4_bit_lo0() (optunity.solvers.Sobol.Sobol static method) i4_sobol() (optunity.solvers.Sobol.Sobol static method) i4_sobol_generate() (optunity.solvers.Sobol.Sobol static method)

identity() (in module optunity.cross_validation) insert() (optunity.functions.CallLog method) items() (optunity.functions.CallLog method)

J

join() (optunity.parallel.Future method) json_decode() (in module optunity.communication)

json_encode() (in module optunity.communication)

K

key (optunity.search_spaces.Node attribute) keys() (optunity.functions.Args method) (optunity.functions.CallLog method)

kwargs (optunity.constraints.ConstraintViolation attribute)

L

lambda_ (optunity.solvers.CMAES.CMA_ES attribute) list_mean() (in module optunity.cross_validation) load_tests() (in module optunity.tests.test_all) lock (optunity.functions.CallLog attribute) (optunity.solvers.util.ThreadSafeQueue attribute)

logged() (in module optunity.functions) logloss() (in module optunity.metrics) lower (optunity.solvers.RandomSearch.RandomSearch attribute)

M

main() (in module optunity.standalone) make_piped_function() (in module optunity.communication) make_solver() (in module optunity) (in module optunity.api) (in module optunity.standalone) manual() (in module optunity) (in module optunity.api) (in module optunity.solvers.solver_registry) manual_request() (in module optunity.standalone) max_evals (optunity.functions.MaximumEvaluationsException attribute) max_evals() (in module optunity.functions) max_iter (optunity.solvers.NelderMead.NelderMead attribute) max_or_min() (in module optunity.standalone) max_speed (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) max_vectorized (optunity.communication.EvalManager attribute)

maxdim() (optunity.solvers.Sobol.Sobol static method) maximize() (in module optunity) (in module optunity.api) (optunity.solvers.CMAES.CMA_ES method) (optunity.solvers.GridSearch.GridSearch method) (optunity.solvers.NelderMead.NelderMead method) (optunity.solvers.ParticleSwarm.ParticleSwarm method) (optunity.solvers.RandomSearch.RandomSearch method) (optunity.solvers.Sobol.Sobol method) (optunity.solvers.TPE.TPE method) (optunity.solvers.util.Solver method) maximize_structured() (in module optunity) (in module optunity.api) MaximumEvaluationsException mean() (in module optunity.cross_validation) mean_and_list() (in module optunity.cross_validation) message (optunity.constraints.ConstraintViolation attribute) (optunity.functions.MaximumEvaluationsException attribute) minimize() (in module optunity) (in module optunity.api) (optunity.solvers.CMAES.CMA_ES method) (optunity.solvers.GridSearch.GridSearch method) (optunity.solvers.NelderMead.NelderMead method) (optunity.solvers.ParticleSwarm.ParticleSwarm method) (optunity.solvers.RandomSearch.RandomSearch method) (optunity.solvers.Sobol.Sobol method) (optunity.solvers.TPE.TPE method) (optunity.solvers.util.Solver method) minimize_structured() (in module optunity) (in module optunity.api) mse() (in module optunity.metrics)

N

name (optunity.solvers.GridSearch.GridSearch attribute) (optunity.solvers.NelderMead.NelderMead attribute) (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) (optunity.solvers.RandomSearch.RandomSearch attribute) (optunity.solvers.Sobol.Sobol attribute) negated() (in module optunity.functions) NelderMead (class in optunity.solvers.NelderMead) Node (class in optunity.search_spaces) npv() (in module optunity.metrics)

nth() (in module optunity.util) nth_root() (in module optunity.solvers.GridSearch) num_evals (optunity.solvers.RandomSearch.RandomSearch attribute) (optunity.solvers.Sobol.Sobol attribute) (optunity.solvers.TPE.TPE attribute) num_generations (optunity.solvers.CMAES.CMA_ES attribute) (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) num_particles (optunity.solvers.ParticleSwarm.ParticleSwarm attribute)

O

objective function open_server_socket() (in module optunity.communication) open_socket() (in module optunity.communication) optimize() (in module optunity) (in module optunity.api) (in module optunity.standalone) (optunity.solvers.CMAES.CMA_ES method) (optunity.solvers.GridSearch.GridSearch method) (optunity.solvers.NelderMead.NelderMead method) (optunity.solvers.ParticleSwarm.ParticleSwarm method) (optunity.solvers.RandomSearch.RandomSearch method) (optunity.solvers.Sobol.Sobol method) (optunity.solvers.TPE.TPE method) (optunity.solvers.util.Solver method) Options (class in optunity.search_spaces) optunity (module) optunity.api (module) optunity.communication (module) optunity.constraints (module) optunity.cross_validation (module) optunity.functions (module) optunity.metrics (module) optunity.parallel (module) optunity.search_spaces (module)

optunity.solvers (module) optunity.solvers.CMAES (module) optunity.solvers.GridSearch (module) optunity.solvers.NelderMead (module) optunity.solvers.ParticleSwarm (module) optunity.solvers.RandomSearch (module) optunity.solvers.Sobol (module) optunity.solvers.solver_registry (module) optunity.solvers.TPE (module) optunity.solvers.util (module) optunity.standalone (module) optunity.tests (module) optunity.tests.test_all (module) optunity.util (module)

P

parameter_tuples (optunity.solvers.GridSearch.GridSearch attribute) parameters (optunity.functions.Args attribute) particle2dict() (optunity.solvers.ParticleSwarm.ParticleSwarm method) ParticleSwarm (class in optunity.solvers.ParticleSwarm) ParticleSwarm.Particle (class in optunity.solvers.ParticleSwarm) phi1 (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) phi2 (optunity.solvers.ParticleSwarm.ParticleSwarm attribute)

pipe_eval() (optunity.communication.EvalManager method) pmap() (in module optunity) (in module optunity.parallel) (optunity.communication.EvalManager method) pr_auc() (in module optunity.metrics) precision() (in module optunity.metrics) prepare_fun() (in module optunity.standalone) processed_semaphore (optunity.communication.EvalManager attribute) pu_score() (in module optunity.metrics)

Q

queue (optunity.communication.EvalManager attribute)

queue_lock (optunity.communication.EvalManager attribute)

R

r_squared() (in module optunity.metrics) random_permutation() (in module optunity.cross_validation) RandomSearch (class in optunity.solvers.RandomSearch) recall() (in module optunity.metrics) receive() (in module optunity.communication)

reflect() (optunity.solvers.NelderMead.NelderMead static method) register_solver() (in module optunity.solvers.solver_registry) replacements (optunity.communication.EvalManager attribute) roc_auc() (in module optunity.metrics)

S

scale() (optunity.solvers.NelderMead.NelderMead static method) scale_unit_to_bounds() (in module optunity.solvers.util) score score() (in module optunity.solvers.util) SearchTree (class in optunity.search_spaces) seed (optunity.solvers.TPE.TPE attribute) select() (in module optunity.cross_validation) semaphore (optunity.communication.EvalManager attribute) send() (in module optunity.communication) shrink_bounds() (in module optunity.solvers.util) sigma (optunity.solvers.CMAES.CMA_ES attribute) simplex_center() (optunity.solvers.NelderMead.NelderMead static method) skip (optunity.solvers.Sobol.Sobol attribute) smax (optunity.solvers.ParticleSwarm.ParticleSwarm attribute)

smin (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) Sobol (class in optunity.solvers.Sobol) sobolseed (optunity.solvers.ParticleSwarm.ParticleSwarm attribute) solver Solver (class in optunity.solvers.util) solver_names() (in module optunity.solvers.solver_registry) sort_vertices() (optunity.solvers.NelderMead.NelderMead static method) start (optunity.solvers.CMAES.CMA_ES attribute) (optunity.solvers.NelderMead.NelderMead attribute) static_key_order() (in module optunity.functions) strata_by_labels() (in module optunity.cross_validation) suggest_from_box() (optunity.solvers.GridSearch.GridSearch static method) (optunity.solvers.ParticleSwarm.ParticleSwarm static method) (optunity.solvers.RandomSearch.RandomSearch static method) (optunity.solvers.Sobol.Sobol static method) (optunity.solvers.TPE.TPE static method) suggest_from_seed() (optunity.solvers.CMAES.CMA_ES static method) (optunity.solvers.NelderMead.NelderMead static method) suggest_solver() (in module optunity) (in module optunity.api)

T

terminal (optunity.search_spaces.Node attribute) ThreadSafeQueue (class in optunity.solvers.util) to_box() (optunity.search_spaces.SearchTree method)

to_dict() (optunity.functions.CallLog method) TPE (class in optunity.solvers.TPE) train-predict-score (TPS) chain

U

uniform_in_bounds() (in module optunity.solvers.util) update() (optunity.functions.CallLog method)

updateParticle() (optunity.solvers.ParticleSwarm.ParticleSwarm method) upper (optunity.solvers.RandomSearch.RandomSearch attribute)

V

value (optunity.search_spaces.Node attribute) values() (optunity.functions.Args method) (optunity.functions.CallLog method) vectorcontent (optunity.search_spaces.SearchTree attribute)

vectordict (optunity.search_spaces.SearchTree attribute) vectorized (optunity.communication.EvalManager attribute) violations_defaulted() (in module optunity.constraints)

W

wrap_call_log() (in module optunity) (in module optunity.api) wrap_constraints() (in module optunity) (in module optunity.constraints) wrap_decoder() (optunity.search_spaces.SearchTree method)

Wrapper() (optunity.parallel.Future method) wraps() (in module optunity.functions)