llamda.ga package

Subpackages

• llamda.ga.eoh package
  • Submodules
  • llamda.ga.eoh.eoh module
    • EOH
      • EOH.add2pop()
      • EOH.run()
    • EoHConfig
      • EoHConfig.exp_continue_id
      • EoHConfig.exp_continue_path
      • EoHConfig.exp_seed_path
      • EoHConfig.exp_use_continue
      • EoHConfig.exp_use_seed
      • EoHConfig.m
      • EoHConfig.n_pop
      • EoHConfig.operator_weights
      • EoHConfig.operators
      • EoHConfig.pop_size
    • manage_population()
  • llamda.ga.eoh.eoh_evolution module
  • llamda.ga.eoh.eoh_interface_EC module
    • InterfaceEC
      • InterfaceEC.check_duplicate()
      • InterfaceEC.get_algorithm()
      • InterfaceEC.get_offspring()
      • InterfaceEC.population_generation()
      • InterfaceEC.population_generation_seed()
    • select_parents()
  • Module contents
• llamda.ga.hsevo package
  • Submodules
  • llamda.ga.hsevo.evolution module
  • llamda.ga.hsevo.hsevo module
    • HSEvo
      • HSEvo.cal_usage_LLM()
      • HSEvo.comprehensive_reflection()
      • HSEvo.create_new_harmony()
      • HSEvo.create_population_hs()
      • HSEvo.crossover()
      • HSEvo.evolve()
      • HSEvo.find_best_obj()
      • HSEvo.flash_reflection()
      • HSEvo.harmony_search()
      • HSEvo.init_population()
      • HSEvo.initialize_harmony_memory()
      • HSEvo.mutate()
      • HSEvo.random_select()
      • HSEvo.response_to_individual()
      • HSEvo.responses_to_population()
      • HSEvo.save_log_population()
      • HSEvo.sel_individual_hs()
      • HSEvo.update_harmony_memory()
      • HSEvo.update_iter()
    • HSEvoConfig
      • HSEvoConfig.bandwidth
      • HSEvoConfig.hm_size
      • HSEvoConfig.hmcr
      • HSEvoConfig.init_pop_size
      • HSEvoConfig.max_fe
      • HSEvoConfig.max_iter
      • HSEvoConfig.mutation_rate
      • HSEvoConfig.par
      • HSEvoConfig.pop_size
    • HSEvoIndividual
      • HSEvoIndividual.tryHS
    • extract_to_hs()
    • format_messages()
  • Module contents
• llamda.ga.mcts package
  • Submodules
  • llamda.ga.mcts.evolution module
  • llamda.ga.mcts.evolution_interface module
    • InterfaceEC
      • InterfaceEC.check_duplicate()
      • InterfaceEC.check_duplicate_obj()
      • InterfaceEC.evolve_algorithm()
      • InterfaceEC.get_algorithm()
      • InterfaceEC.get_offspring()
    • select_parents()
    • select_parents_e1()
  • llamda.ga.mcts.mcts module
    • MCTS
      • MCTS.backpropagate()
      • MCTS.is_fully_expanded()
      • MCTS.uct()
    • MCTSNode
      • MCTSNode.add_child()
  • llamda.ga.mcts.mcts_ahd module
    • AHDConfig
      • AHDConfig.fe_max
      • AHDConfig.init_size
      • AHDConfig.m
      • AHDConfig.operator_weights
      • AHDConfig.operators
      • AHDConfig.pop_size
    • MCTS_AHD
      • MCTS_AHD.add2pop()
      • MCTS_AHD.expand()
      • MCTS_AHD.run()
    • manage_population()
    • manage_population_s1()
  • Module contents
• llamda.ga.reevo package
  • Submodules
  • llamda.ga.reevo.evolution module
  • llamda.ga.reevo.reevo module
    • ReEvo
      • ReEvo.evolve()
      • ReEvo.init_population()
      • ReEvo.long_term_reflection()
      • ReEvo.random_select()
      • ReEvo.rank_select()
      • ReEvo.response_to_individual()
      • ReEvo.update_iter()
    • ReEvoConfig
      • ReEvoConfig.diversify_init_pop
      • ReEvoConfig.init_pop_size
      • ReEvoConfig.max_fe
      • ReEvoConfig.mutation_rate
      • ReEvoConfig.pop_size
    • ReEvoLLMClients
  • Module contents

Submodules

llamda.ga.base module

class llamda.ga.base.GeneticAlgorithm(config, problem, evaluator, llm_client, output_dir)

Bases: Generic[T, U], ABC

Parameters:

• config (T)

• problem (U)

• evaluator (Evaluator)

• llm_client (BaseClient)

• output_dir (str)

Module contents