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Brush C++ API
A flexible interpretable machine learning framework
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#include <population.h>

Classes | |
| struct | SameFitComplexity |
| check for same fitness and complexity to filter uniqueness. More... | |
| struct | SortComplexity |
| Sort each island in increasing complexity. This is not thread safe. I should set complexities of the whole population before calling it, and use get_complexity instead. More... | |
| struct | SortLinearComplexity |
Public Member Functions | |
| Population () | |
| ~Population () | |
| void | init (SearchSpace &ss, const Parameters ¶ms) |
| initialize population of programs with a starting model and/or from file | |
| void | init (vector< Individual< T > > &individuals, const Parameters ¶ms) |
| void | save (string filename) |
| void | load (string filename) |
| int | size () |
| returns population size (the effective size of the individuals) | |
| vector< size_t > | get_island_indexes (int island) |
| void | add_offspring_indexes (int island) |
| update individual vector size, distributing the expressions in num_islands | |
| void | update (vector< vector< size_t > > survivors) |
| reduce programs to the indices in survivors. Not thread safe,as it removes elements | |
| const Individual< T > & | operator[] (size_t i) const |
| setting and getting from individuals vector (will ignore islands) | |
| const Individual< T > & | operator[] (size_t i) |
| string | print_models (string sep="\n") |
| return population equations. | |
| vector< vector< size_t > > | sorted_front (unsigned rank=1) |
| return complexity-sorted Pareto front indices for each island | |
| vector< size_t > | hall_of_fame (unsigned rank=1) |
| void | migrate () |
Public Attributes | |
| size_t | pop_size |
| int | num_islands |
| float | mig_prob |
| bool | linear_complexity |
| Indicates if the user set linear_complexity instead of recursive complexity. | |
| vector< std::shared_ptr< Individual< T > > > | individuals |
| vector< vector< size_t > > | island_indexes |
Definition at line 12 of file population.h.
| Brush::Pop::Population< T >::Population | ( | ) |
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inline |
Definition at line 23 of file population.h.
| void Brush::Pop::Population< T >::add_offspring_indexes | ( | int | island | ) |
update individual vector size, distributing the expressions in num_islands
update individual vector size and island indexes
Definition at line 138 of file population.cpp.
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inline |
| vector< size_t > Brush::Pop::Population< T >::hall_of_fame | ( | unsigned | rank = 1 | ) |
| void Brush::Pop::Population< T >::init | ( | SearchSpace & | ss, |
| const Parameters & | params ) |
initialize population of programs with a starting model and/or from file
Definition at line 62 of file population.cpp.

| void Brush::Pop::Population< T >::init | ( | vector< Individual< T > > & | individuals, |
| const Parameters & | params ) |
| void Brush::Pop::Population< T >::load | ( | string | filename | ) |
| void Brush::Pop::Population< T >::migrate | ( | ) |
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inline |
Definition at line 49 of file population.h.
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inline |
setting and getting from individuals vector (will ignore islands)
Definition at line 48 of file population.h.
| string Brush::Pop::Population< T >::print_models | ( | string | sep = "\n" | ) |
return population equations.
Definition at line 212 of file population.cpp.

| void Brush::Pop::Population< T >::save | ( | string | filename | ) |
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inline |
returns population size (the effective size of the individuals)
Definition at line 37 of file population.h.

| vector< vector< size_t > > Brush::Pop::Population< T >::sorted_front | ( | unsigned | rank = 1 | ) |
return complexity-sorted Pareto front indices for each island
Definition at line 232 of file population.cpp.
| void Brush::Pop::Population< T >::update | ( | vector< vector< size_t > > | survivors | ) |
reduce programs to the indices in survivors. Not thread safe,as it removes elements
Definition at line 161 of file population.cpp.

| vector<std::shared_ptr<Individual<T> > > Brush::Pop::Population< T >::individuals |
Definition at line 19 of file population.h.
| vector<vector<size_t> > Brush::Pop::Population< T >::island_indexes |
Definition at line 20 of file population.h.
| bool Brush::Pop::Population< T >::linear_complexity |
Indicates if the user set linear_complexity instead of recursive complexity.
Definition at line 17 of file population.h.
| float Brush::Pop::Population< T >::mig_prob |
Definition at line 16 of file population.h.
| int Brush::Pop::Population< T >::num_islands |
Definition at line 15 of file population.h.
| size_t Brush::Pop::Population< T >::pop_size |
Definition at line 14 of file population.h.