#include <params.h>

Collaboration diagram for Brush::Parameters:

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Public Member Functions
	Parameters ()
	~Parameters ()
void	set_verbosity (int new_verbosity)
int	get_verbosity ()
void	set_random_state (int new_random_state)
int	get_random_state ()
void	set_pop_size (int new_pop_size)
int	get_pop_size ()
void	set_max_gens (int new_max_gens)
int	get_max_gens ()
void	set_bandit (string new_bandit)
string	get_bandit ()
void	set_max_stall (int new_max_stall)
int	get_max_stall ()
void	set_max_time (int new_max_time)
int	get_max_time ()
void	set_scorer (string new_scorer)
string	get_scorer ()
void	set_load_population (string new_load_population)
string	get_load_population ()
void	set_save_population (string new_save_population)
string	get_save_population ()
string	get_logfile ()
void	set_logfile (string s)
void	set_current_gen (unsigned int gen)
unsigned int	get_current_gen ()
void	set_num_islands (int new_num_islands)
int	get_num_islands ()
void	set_max_depth (unsigned new_max_depth)
unsigned	get_max_depth () const
void	set_n_jobs (int new_n_jobs)
int	get_n_jobs ()
void	set_max_size (unsigned new_max_size)
unsigned	get_max_size () const
void	set_objectives (vector< string > new_objectives)
vector< string >	get_objectives () const
void	set_sel (string new_sel)
string	get_sel ()
void	set_surv (string new_surv)
string	get_surv ()
void	set_cx_prob (float new_cx_prob)
float	get_cx_prob ()
void	set_mig_prob (float new_mig_prob)
float	get_mig_prob ()
void	set_classification (bool c)
bool	get_classification ()
void	set_shuffle_split (bool shuff)
bool	get_shuffle_split ()
void	set_constants_simplification (bool cs)
bool	get_constants_simplification ()
void	set_inexact_simplification (bool is)
bool	get_inexact_simplification ()
void	set_weights_init (bool init)
bool	get_weights_init ()
void	set_n_classes (const ArrayXf &y)
void	set_class_weights (const vector< float > &weights)
void	set_sample_weights (const ArrayXf &y)
unsigned int	get_n_classes ()
vector< float >	get_class_weights ()
vector< float >	get_sample_weights ()
string	get_class_weights_type ()
void	set_class_weights_type (string cwt)
bool	get_start_from_decision_trees ()
void	set_start_from_decision_trees (bool start_dt)
void	set_validation_size (float s)
float	get_validation_size ()
void	set_feature_names (vector< string > vn)
vector< string >	get_feature_names ()
void	set_feature_types (vector< string > ft)
vector< string >	get_feature_types ()
void	set_batch_size (float c)
float	get_batch_size ()
void	set_mutation_probs (std::map< std::string, float > new_mutation_probs)
std::map< std::string, float >	get_mutation_probs ()
void	set_functions (std::unordered_map< std::string, float > new_functions)
std::unordered_map< std::string, float >	get_functions ()

Public Attributes
int	random_state = 0
int	verbosity = 0
string	mode ="regression"
unsigned int	current_gen = 1
int	pop_size = 100
int	max_gens = 100
int	max_stall = 0
int	max_time = -1
unsigned int	max_depth = 5
unsigned int	max_size = 50
vector< string >	objectives {"scorer","linear_complexity"}
string	bandit = "thompson"
string	sel = "lexicase"
string	surv = "nsga2"
std::unordered_map< string, float >	functions
int	num_islands =1
bool	constants_simplification =true
bool	inexact_simplification =true
bool	start_from_decision_trees =false
std::map< std::string, float >	mutation_probs
float	cx_prob =0.2
	cross rate for variation
float	mig_prob = 0.05
string	scorer ="mse"
	actual loss function used, determined by error
vector< int >	classes = vector<int>()
	class labels
vector< float >	class_weights = vector<float>()
	weights for each class
vector< float >	sample_weights = vector<float>()
	weights for each sample
string	class_weights_type = "unbalanced"
bool	classification = false
unsigned int	n_classes = 0
bool	shuffle_split = false
float	validation_size = 0.2
vector< string >	feature_names = {}
vector< string >	feature_types = {}
float	batch_size = 0.0
bool	weights_init =true
string	load_population = ""
string	save_population = ""
string	logfile = ""
int	n_jobs = 1
	number of parallel jobs -1 use all threads; 0 use same as number of islands; positive number specify the amouut of threads

Detailed Description

Definition at line 19 of file params.h.

Constructor & Destructor Documentation

◆ Parameters()

Brush::Parameters::Parameters ( )

inline

Definition at line 93 of file params.h.

◆ ~Parameters()

Brush::Parameters::~Parameters ( )

inline

Definition at line 94 of file params.h.

Member Function Documentation

◆ get_bandit()

string Brush::Parameters::get_bandit ( )

inline

Definition at line 111 of file params.h.

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◆ get_batch_size()

float Brush::Parameters::get_batch_size ( )

inline

Definition at line 263 of file params.h.

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◆ get_class_weights()

vector< float > Brush::Parameters::get_class_weights ( )

inline

Definition at line 244 of file params.h.

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◆ get_class_weights_type()

string Brush::Parameters::get_class_weights_type ( )

inline

Definition at line 247 of file params.h.

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◆ get_classification()

bool Brush::Parameters::get_classification ( )

inline

Definition at line 177 of file params.h.

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◆ get_constants_simplification()

bool Brush::Parameters::get_constants_simplification ( )

inline

Definition at line 183 of file params.h.

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◆ get_current_gen()

unsigned int Brush::Parameters::get_current_gen ( )

inline

Definition at line 132 of file params.h.

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◆ get_cx_prob()

float Brush::Parameters::get_cx_prob ( )

inline

Definition at line 171 of file params.h.

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◆ get_feature_names()

vector< string > Brush::Parameters::get_feature_names ( )

inline

Definition at line 257 of file params.h.

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◆ get_feature_types()

vector< string > Brush::Parameters::get_feature_types ( )

inline

Definition at line 260 of file params.h.

◆ get_functions()

std::unordered_map< std::string, float > Brush::Parameters::get_functions ( )

inline

Definition at line 269 of file params.h.

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◆ get_inexact_simplification()

bool Brush::Parameters::get_inexact_simplification ( )

inline

Definition at line 186 of file params.h.

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◆ get_load_population()

string Brush::Parameters::get_load_population ( )

inline

Definition at line 123 of file params.h.

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◆ get_logfile()

string Brush::Parameters::get_logfile ( )

inline

Definition at line 128 of file params.h.

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◆ get_max_depth()

unsigned Brush::Parameters::get_max_depth ( ) const

inline

Definition at line 139 of file params.h.

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◆ get_max_gens()

int Brush::Parameters::get_max_gens ( )

inline

Definition at line 108 of file params.h.

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◆ get_max_size()

unsigned Brush::Parameters::get_max_size ( ) const

inline

Definition at line 145 of file params.h.

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◆ get_max_stall()

int Brush::Parameters::get_max_stall ( )

inline

Definition at line 114 of file params.h.

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◆ get_max_time()

int Brush::Parameters::get_max_time ( )

inline

Definition at line 117 of file params.h.

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◆ get_mig_prob()

float Brush::Parameters::get_mig_prob ( )

inline

Definition at line 174 of file params.h.

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◆ get_mutation_probs()

std::map< std::string, float > Brush::Parameters::get_mutation_probs ( )

inline

Definition at line 266 of file params.h.

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◆ get_n_classes()

unsigned int Brush::Parameters::get_n_classes ( )

inline

Definition at line 243 of file params.h.

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◆ get_n_jobs()

int Brush::Parameters::get_n_jobs ( )

inline

Definition at line 142 of file params.h.

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◆ get_num_islands()

int Brush::Parameters::get_num_islands ( )

inline

Definition at line 136 of file params.h.

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◆ get_objectives()

vector< string > Brush::Parameters::get_objectives ( ) const

inline

Definition at line 148 of file params.h.

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◆ get_pop_size()

int Brush::Parameters::get_pop_size ( )

inline

Definition at line 105 of file params.h.

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◆ get_random_state()

int Brush::Parameters::get_random_state ( )

inline

Definition at line 102 of file params.h.

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◆ get_sample_weights()

vector< float > Brush::Parameters::get_sample_weights ( )

inline

Definition at line 245 of file params.h.

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◆ get_save_population()

string Brush::Parameters::get_save_population ( )

inline

Definition at line 126 of file params.h.

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◆ get_scorer()

string Brush::Parameters::get_scorer ( )

inline

Definition at line 120 of file params.h.

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◆ get_sel()

string Brush::Parameters::get_sel ( )

inline

Definition at line 165 of file params.h.

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◆ get_shuffle_split()

bool Brush::Parameters::get_shuffle_split ( )

inline

Definition at line 180 of file params.h.

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◆ get_start_from_decision_trees()

bool Brush::Parameters::get_start_from_decision_trees ( )

inline

Definition at line 250 of file params.h.

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◆ get_surv()

string Brush::Parameters::get_surv ( )

inline

Definition at line 168 of file params.h.

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◆ get_validation_size()

float Brush::Parameters::get_validation_size ( )

inline

Definition at line 254 of file params.h.

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◆ get_verbosity()

int Brush::Parameters::get_verbosity ( )

inline

Definition at line 99 of file params.h.

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◆ get_weights_init()

bool Brush::Parameters::get_weights_init ( )

inline

Definition at line 189 of file params.h.

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◆ set_bandit()

void Brush::Parameters::set_bandit ( string new_bandit )

inline

Definition at line 110 of file params.h.

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◆ set_batch_size()

void Brush::Parameters::set_batch_size ( float c )

inline

Definition at line 262 of file params.h.

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◆ set_class_weights()

void Brush::Parameters::set_class_weights ( const vector< float > & weights )

inline

Definition at line 210 of file params.h.

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◆ set_class_weights_type()

void Brush::Parameters::set_class_weights_type ( string cwt )

inline

Definition at line 248 of file params.h.

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◆ set_classification()

void Brush::Parameters::set_classification ( bool c )

inline

Definition at line 176 of file params.h.

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◆ set_constants_simplification()

void Brush::Parameters::set_constants_simplification ( bool cs )

inline

Definition at line 182 of file params.h.

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◆ set_current_gen()

void Brush::Parameters::set_current_gen ( unsigned int gen )

inline

Definition at line 131 of file params.h.

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◆ set_cx_prob()

void Brush::Parameters::set_cx_prob ( float new_cx_prob )

inline

Definition at line 170 of file params.h.

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◆ set_feature_names()

void Brush::Parameters::set_feature_names ( vector< string > vn )

inline

Definition at line 256 of file params.h.

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◆ set_feature_types()

void Brush::Parameters::set_feature_types ( vector< string > ft )

inline

Definition at line 259 of file params.h.

◆ set_functions()

void Brush::Parameters::set_functions ( std::unordered_map< std::string, float > new_functions )

inline

Definition at line 268 of file params.h.

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◆ set_inexact_simplification()

void Brush::Parameters::set_inexact_simplification ( bool is )

inline

Definition at line 185 of file params.h.

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◆ set_load_population()

void Brush::Parameters::set_load_population ( string new_load_population )

inline

Definition at line 122 of file params.h.

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◆ set_logfile()

void Brush::Parameters::set_logfile ( string s )

inline

Definition at line 129 of file params.h.

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◆ set_max_depth()

void Brush::Parameters::set_max_depth ( unsigned new_max_depth )

inline

Definition at line 138 of file params.h.

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◆ set_max_gens()

void Brush::Parameters::set_max_gens ( int new_max_gens )

inline

Definition at line 107 of file params.h.

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◆ set_max_size()

void Brush::Parameters::set_max_size ( unsigned new_max_size )

inline

Definition at line 144 of file params.h.

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◆ set_max_stall()

void Brush::Parameters::set_max_stall ( int new_max_stall )

inline

Definition at line 113 of file params.h.

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◆ set_max_time()

void Brush::Parameters::set_max_time ( int new_max_time )

inline

Definition at line 116 of file params.h.

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◆ set_mig_prob()

void Brush::Parameters::set_mig_prob ( float new_mig_prob )

inline

Definition at line 173 of file params.h.

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◆ set_mutation_probs()

void Brush::Parameters::set_mutation_probs ( std::map< std::string, float > new_mutation_probs )

inline

Definition at line 265 of file params.h.

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◆ set_n_classes()

void Brush::Parameters::set_n_classes ( const ArrayXf & y )

inline

Definition at line 191 of file params.h.

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◆ set_n_jobs()

void Brush::Parameters::set_n_jobs ( int new_n_jobs )

inline

Definition at line 141 of file params.h.

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◆ set_num_islands()

void Brush::Parameters::set_num_islands ( int new_num_islands )

inline

Definition at line 135 of file params.h.

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◆ set_objectives()

void Brush::Parameters::set_objectives ( vector< string > new_objectives )

inline

Definition at line 147 of file params.h.

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◆ set_pop_size()

void Brush::Parameters::set_pop_size ( int new_pop_size )

inline

Definition at line 104 of file params.h.

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◆ set_random_state()

void Brush::Parameters::set_random_state ( int new_random_state )

inline

Definition at line 101 of file params.h.

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◆ set_sample_weights()

void Brush::Parameters::set_sample_weights ( const ArrayXf & y )

inline

Definition at line 220 of file params.h.

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◆ set_save_population()

void Brush::Parameters::set_save_population ( string new_save_population )

inline

Definition at line 125 of file params.h.

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◆ set_scorer()

void Brush::Parameters::set_scorer ( string new_scorer )

inline

Definition at line 119 of file params.h.

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◆ set_sel()

void Brush::Parameters::set_sel ( string new_sel )

inline

Definition at line 164 of file params.h.

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◆ set_shuffle_split()

void Brush::Parameters::set_shuffle_split ( bool shuff )

inline

Definition at line 179 of file params.h.

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◆ set_start_from_decision_trees()

void Brush::Parameters::set_start_from_decision_trees ( bool start_dt )

inline

Definition at line 251 of file params.h.

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◆ set_surv()

void Brush::Parameters::set_surv ( string new_surv )

inline

Definition at line 167 of file params.h.

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◆ set_validation_size()

void Brush::Parameters::set_validation_size ( float s )

inline

Definition at line 253 of file params.h.

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◆ set_verbosity()

void Brush::Parameters::set_verbosity ( int new_verbosity )

inline

Definition at line 97 of file params.h.

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◆ set_weights_init()

void Brush::Parameters::set_weights_init ( bool init )

inline

Definition at line 188 of file params.h.

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Member Data Documentation

◆ bandit

string Brush::Parameters::bandit = "thompson"

Definition at line 41 of file params.h.

◆ batch_size

float Brush::Parameters::batch_size = 0.0

Definition at line 83 of file params.h.

◆ class_weights

vector<float> Brush::Parameters::class_weights = vector<float>()

weights for each class

Definition at line 69 of file params.h.

◆ class_weights_type

string Brush::Parameters::class_weights_type = "unbalanced"

Definition at line 71 of file params.h.

◆ classes

vector<int> Brush::Parameters::classes = vector<int>()

class labels

Definition at line 68 of file params.h.

◆ classification

bool Brush::Parameters::classification = false

Definition at line 75 of file params.h.

◆ constants_simplification

bool Brush::Parameters::constants_simplification =true

Definition at line 48 of file params.h.

◆ current_gen

unsigned int Brush::Parameters::current_gen = 1

Definition at line 29 of file params.h.

◆ cx_prob

float Brush::Parameters::cx_prob =0.2

cross rate for variation

Definition at line 63 of file params.h.

◆ feature_names

vector<string> Brush::Parameters::feature_names = {}

Definition at line 81 of file params.h.

◆ feature_types

vector<string> Brush::Parameters::feature_types = {}

Definition at line 82 of file params.h.

◆ functions

std::unordered_map<string, float> Brush::Parameters::functions

Definition at line 44 of file params.h.

◆ inexact_simplification

bool Brush::Parameters::inexact_simplification =true

Definition at line 49 of file params.h.

◆ load_population

string Brush::Parameters::load_population = ""

Definition at line 86 of file params.h.

◆ logfile

string Brush::Parameters::logfile = ""

Definition at line 89 of file params.h.

◆ max_depth

unsigned int Brush::Parameters::max_depth = 5

Definition at line 37 of file params.h.

◆ max_gens

int Brush::Parameters::max_gens = 100

Definition at line 33 of file params.h.

◆ max_size

unsigned int Brush::Parameters::max_size = 50

Definition at line 38 of file params.h.

◆ max_stall

int Brush::Parameters::max_stall = 0

Definition at line 34 of file params.h.

◆ max_time

int Brush::Parameters::max_time = -1

Definition at line 35 of file params.h.

◆ mig_prob

float Brush::Parameters::mig_prob = 0.05

Definition at line 64 of file params.h.

◆ mode

string Brush::Parameters::mode ="regression"

Definition at line 27 of file params.h.

◆ mutation_probs

std::map<std::string, float> Brush::Parameters::mutation_probs

Initial value:

                        = {
    {"point", 0.167},
    {"insert", 0.167},
    {"delete", 0.167},
    {"subtree", 0.167},
    {"toggle_weight_on", 0.167},
    {"toggle_weight_off", 0.167}
}

Definition at line 55 of file params.h.

◆ n_classes

unsigned int Brush::Parameters::n_classes = 0

Definition at line 76 of file params.h.

◆ n_jobs

int Brush::Parameters::n_jobs = 1

number of parallel jobs -1 use all threads; 0 use same as number of islands; positive number specify the amouut of threads

Definition at line 91 of file params.h.

◆ num_islands

int Brush::Parameters::num_islands =1

Definition at line 45 of file params.h.

◆ objectives

vector<string> Brush::Parameters::objectives {"scorer","linear_complexity"}

Definition at line 40 of file params.h.

◆ pop_size

int Brush::Parameters::pop_size = 100

Definition at line 32 of file params.h.

◆ random_state

int Brush::Parameters::random_state = 0

Definition at line 23 of file params.h.

◆ sample_weights

vector<float> Brush::Parameters::sample_weights = vector<float>()

weights for each sample

Definition at line 70 of file params.h.

◆ save_population

string Brush::Parameters::save_population = ""

Definition at line 87 of file params.h.

◆ scorer

string Brush::Parameters::scorer ="mse"

actual loss function used, determined by error

Definition at line 66 of file params.h.

◆ sel

string Brush::Parameters::sel = "lexicase"

Definition at line 42 of file params.h.

◆ shuffle_split

bool Brush::Parameters::shuffle_split = false

Definition at line 79 of file params.h.

◆ start_from_decision_trees

bool Brush::Parameters::start_from_decision_trees =false

Definition at line 52 of file params.h.

◆ surv

string Brush::Parameters::surv = "nsga2"

Definition at line 43 of file params.h.

◆ validation_size

float Brush::Parameters::validation_size = 0.2

Definition at line 80 of file params.h.

◆ verbosity

int Brush::Parameters::verbosity = 0

Definition at line 24 of file params.h.

◆ weights_init

bool Brush::Parameters::weights_init =true

Definition at line 84 of file params.h.

The documentation for this struct was generated from the following file:

params.h

Public Member Functions

Public Attributes

Detailed Description

Constructor & Destructor Documentation

◆ Parameters()

◆ ~Parameters()

Member Function Documentation

◆ get_bandit()

◆ get_batch_size()

◆ get_class_weights()

◆ get_class_weights_type()

◆ get_classification()

◆ get_constants_simplification()

◆ get_current_gen()

◆ get_cx_prob()

◆ get_feature_names()

◆ get_feature_types()

◆ get_functions()

◆ get_inexact_simplification()

◆ get_load_population()

◆ get_logfile()

◆ get_max_depth()

◆ get_max_gens()

◆ get_max_size()

◆ get_max_stall()

◆ get_max_time()

◆ get_mig_prob()

◆ get_mutation_probs()

◆ get_n_classes()

◆ get_n_jobs()

◆ get_num_islands()

◆ get_objectives()

◆ get_pop_size()

◆ get_random_state()

◆ get_sample_weights()

◆ get_save_population()

◆ get_scorer()

◆ get_sel()

◆ get_shuffle_split()

◆ get_start_from_decision_trees()

◆ get_surv()

◆ get_validation_size()

◆ get_verbosity()

◆ get_weights_init()

◆ set_bandit()

◆ set_batch_size()

◆ set_class_weights()

◆ set_class_weights_type()

◆ set_classification()

◆ set_constants_simplification()

◆ set_current_gen()

◆ set_cx_prob()

◆ set_feature_names()

◆ set_feature_types()

◆ set_functions()

◆ set_inexact_simplification()

◆ set_load_population()

◆ set_logfile()

◆ set_max_depth()

◆ set_max_gens()

◆ set_max_size()

◆ set_max_stall()

◆ set_max_time()

◆ set_mig_prob()

◆ set_mutation_probs()

◆ set_n_classes()

◆ set_n_jobs()

◆ set_num_islands()

◆ set_objectives()

◆ set_pop_size()

◆ set_random_state()

◆ set_sample_weights()

◆ set_save_population()

◆ set_scorer()

◆ set_sel()

◆ set_shuffle_split()

◆ set_start_from_decision_trees()

◆ set_surv()

◆ set_validation_size()

◆ set_verbosity()