MAGE.jl

Documentation for MAGE.jl.

MAGE.jl is a type-safe extension of Cartesian Genetic Programming (CGP), designed for multimodal evolutionary computation. It introduces multiple chromosomes, each dedicated to a specific output type, enabling a structured and efficient search process.

Key features of MAGE.jl:

• Type-Safe Mutations – Mutations are type-aware, ensuring that connections are only made to inputs that match the function’s signature.
• Multi-Chromosome Representation – Each chromosome corresponds to a distinct output type, improving modularity and adaptability.
• Versatile Applications – Successfully applied to:
  • Symbolic Regression
  • Program Synthesis
  • Image Classification
  • Image Segmentation
  • Policy Search

MAGE.jl provides a robust framework for evolving adaptive, structured programs while maintaining type integrity.

• UTCGP.element_pick
• UTCGP.integer_basic
• UTCGP.integer_find
• UTCGP.integer_modulo
• UTCGP.listgeneric_basic
• UTCGP.listgeneric_concat
• UTCGP.listgeneric_makelist
• UTCGP.listgeneric_subset
• UTCGP.listinteger_iscond
• UTCGP.listnumber_algebraic
• UTCGP.listnumber_arithmetic
• UTCGP.listnumber_recursive
• UTCGP.liststring_caps
• UTCGP.liststring_split
• UTCGP.listtuple_combinatorics
• UTCGP.number_arithmetic
• UTCGP.number_reduce
• UTCGP.str_basic
• UTCGP.str_caps
• UTCGP.str_conditional
• UTCGP.str_grep
• UTCGP.str_paste
• UTCGP.AbstractCrossOverArgs
• UTCGP.AbstractLibrary
• UTCGP.AbstractMetaLibrary
• UTCGP.CrossOverArgs
• UTCGP.CrossOverMutRateArgs
• UTCGP.Library
• UTCGP.Library
• UTCGP.MetaLibrary
• UTCGP.MetaLibrary
• UTCGP.MissingCrossOverArgs
• UTCGP.modelArchitecture
• UTCGP.nodeConfig
• UTCGP.runConf
• Base.getindex
• Base.iterate
• Base.length
• Base.size
• UTCGP._apply_crossover_and_mutation!
• UTCGP._apply_truncation_selection!
• UTCGP._bool_vector_to_idx_vector
• UTCGP._check_genome_compatibility
• UTCGP._draw_until_one_operator
• UTCGP._initialize_population
• UTCGP._mutate_all_alleles!
• UTCGP._sample_one_node_element_idx
• UTCGP.add_bundle_to_library!
• UTCGP.element_pick.pick_element_from_vector
• UTCGP.element_pick.pick_last_element
• UTCGP.image_pool.avgpool_resize_image2D_factory
• UTCGP.image_pool.maxpool_resize_image2D_factory
• UTCGP.integer_basic.identity_int
• UTCGP.integer_find.find_first
• UTCGP.integer_modulo.modulo
• UTCGP.list_functions_names
• UTCGP.listfloat_caster
• UTCGP.listgeneric_basic.identity_list
• UTCGP.listgeneric_basic.new_list
• UTCGP.listgeneric_basic.reverse_list
• UTCGP.listgeneric_concat.concat_two_lists
• UTCGP.listgeneric_makelist.make_list_from_one_element
• UTCGP.listgeneric_makelist.make_list_from_three_elements
• UTCGP.listgeneric_makelist.make_list_from_two_elements
• UTCGP.listgeneric_subset.pick_from_exclusive_generic
• UTCGP.listgeneric_subset.pick_from_inclusive_generic
• UTCGP.listgeneric_subset.pick_until_exclusive_generic
• UTCGP.listgeneric_subset.pick_until_inclusive_generic
• UTCGP.listinteger_caster
• UTCGP.listinteger_iscond.compare_tuple_a_eq_b
• UTCGP.listinteger_iscond.compare_tuple_a_gr_b
• UTCGP.listinteger_iscond.compare_tuple_a_less_b
• UTCGP.listinteger_iscond.is_eq_0
• UTCGP.listinteger_iscond.is_less_0
• UTCGP.listinteger_iscond.is_sup_0
• UTCGP.listnumber_algebraic.abs_vector
• UTCGP.listnumber_arithmetic.div_broadcast
• UTCGP.listnumber_arithmetic.div_vector
• UTCGP.listnumber_arithmetic.mult_broadcast
• UTCGP.listnumber_arithmetic.mult_vector
• UTCGP.listnumber_arithmetic.subtract_broadcast
• UTCGP.listnumber_arithmetic.subtract_vector
• UTCGP.listnumber_arithmetic.sum_broadcast
• UTCGP.listnumber_arithmetic.sum_vector
• UTCGP.listnumber_recursive.range_
• UTCGP.listnumber_recursive.recmult
• UTCGP.listnumber_recursive.recsum
• UTCGP.liststring_caps.capitalize_list_string
• UTCGP.liststring_caps.uppercasefirst_list_string
• UTCGP.liststring_caster
• UTCGP.liststring_split.split_string_to_vector
• UTCGP.listtuple_combinatorics.vector_of_combinations
• UTCGP.listtuple_combinatorics.vector_of_products
• UTCGP.mage_crossover
• UTCGP.mage_crossover_with_numbered_mutation
• UTCGP.mutate_one_element_from_node!
• UTCGP.mutate_per_allele!
• UTCGP.number_arithmetic.number_div
• UTCGP.number_arithmetic.number_minus
• UTCGP.number_arithmetic.number_mult
• UTCGP.number_arithmetic.number_sum
• UTCGP.number_arithmetic.safe_div
• UTCGP.number_reduce.reduce_argmax
• UTCGP.number_reduce.reduce_argmin
• UTCGP.number_reduce.reduce_length
• UTCGP.number_reduce.reduce_max
• UTCGP.number_reduce.reduce_min
• UTCGP.number_reduce.reduce_sum
• UTCGP.numbered_mutation_trait
• UTCGP.runconf_trait_crossover
• UTCGP.str_basic.number_to_string
• UTCGP.str_caps.capitalize_all
• UTCGP.str_caps.capitalize_first
• UTCGP.str_caps.lowercase_
• UTCGP.str_caps.lowercase_after
• UTCGP.str_caps.lowercase_at
• UTCGP.str_caps.lowercase_before
• UTCGP.str_caps.lowercase_char_after
• UTCGP.str_caps.lowercase_char_before
• UTCGP.str_caps.uppercase_
• UTCGP.str_caps.uppercase_after
• UTCGP.str_caps.uppercase_at
• UTCGP.str_caps.uppercase_before
• UTCGP.str_caps.uppercase_char_after
• UTCGP.str_caps.uppercase_char_before
• UTCGP.str_conditional.if_else_string
• UTCGP.str_conditional.if_not_string
• UTCGP.str_conditional.if_string
• UTCGP.str_conditional.longest_string
• UTCGP.str_conditional.shortest_string
• UTCGP.str_grep.remove_pattern
• UTCGP.str_grep.replace_first_pattern
• UTCGP.str_grep.replace_pattern
• UTCGP.str_paste.paste
• UTCGP.str_paste.paste0
• UTCGP.str_paste.paste_list_string
• UTCGP.str_paste.paste_list_string_sep
• UTCGP.str_paste.paste_space_list_string
• UTCGP.str_paste.paste_with_space
• UTCGP.unpack_bundles_in_library!
• UTCGP.where_to_mutate