Index

A

adapt_prompt() (in module llamda.problem) add2pop() (llamda.ga.eoh.eoh.EOH method) (llamda.ga.mcts.mcts_ahd.MCTS_AHD method) add_child() (llamda.ga.mcts.mcts.MCTSNode method) AHDConfig (class in llamda.ga.mcts.mcts_ahd)

api_key (llamda.llm_client.azure.AzureOpenAIClientConfig attribute) (llamda.llm_client.openai.OpenAIClientConfig attribute) api_version (llamda.llm_client.azure.AzureOpenAIClientConfig attribute) AzureOpenAIClient (class in llamda.llm_client.azure) AzureOpenAIClientConfig (class in llamda.llm_client.azure)

B

backpropagate() (llamda.ga.mcts.mcts.MCTS method) bandwidth (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) base_url (llamda.llm_client.openai.OpenAIClientConfig attribute) BaseClient (class in llamda.llm_client.base)

BaseLLMClientConfig (class in llamda.llm_client.base) BaseProblem (class in llamda.problem) batch_evaluate() (llamda.evaluate.Evaluator method) BPP_OFFLINE_ACO (llamda.problem.ProblemName attribute) BPP_ONLINE (llamda.problem.ProblemName attribute)

C

cal_usage_LLM() (llamda.ga.hsevo.hsevo.HSEvo method) chat_completion() (llamda.llm_client.base.BaseClient method) check_duplicate() (llamda.ga.eoh.eoh_interface_EC.InterfaceEC method) (llamda.ga.mcts.evolution_interface.InterfaceEC method) check_duplicate_obj() (llamda.ga.mcts.evolution_interface.InterfaceEC method) ClientClass (llamda.llm_client.azure.AzureOpenAIClient attribute) (llamda.llm_client.openai.OpenAIClient attribute) (llamda.llm_client.zhipuai.ZhipuAIClient attribute)

code (llamda.individual.Individual attribute) code_path (llamda.problem.BaseProblem property) comprehensive_reflection() (llamda.ga.hsevo.hsevo.HSEvo method) create_new_harmony() (llamda.ga.hsevo.hsevo.HSEvo method) create_population_hs() (llamda.ga.hsevo.hsevo.HSEvo method) crossover() (llamda.ga.hsevo.hsevo.HSEvo method) CVRP_ACO (llamda.problem.ProblemName attribute)

D

deployment (llamda.llm_client.azure.AzureOpenAIClientConfig attribute)

description (llamda.problem.BaseProblem attribute) diversify_init_pop (llamda.ga.reevo.reevo.ReEvoConfig attribute)

E

endpoint (llamda.llm_client.azure.AzureOpenAIClientConfig attribute) EOH (class in llamda.ga.eoh.eoh) EoHConfig (class in llamda.ga.eoh.eoh) EohProblem (class in llamda.problem) eval_path (llamda.problem.BaseProblem property) Evaluator (class in llamda.evaluate) evolve() (llamda.ga.hsevo.hsevo.HSEvo method) (llamda.ga.reevo.reevo.ReEvo method) evolve_algorithm() (llamda.ga.mcts.evolution_interface.InterfaceEC method)

exec_success (llamda.individual.Individual attribute) exp_continue_id (llamda.ga.eoh.eoh.EoHConfig attribute) exp_continue_path (llamda.ga.eoh.eoh.EoHConfig attribute) exp_seed_path (llamda.ga.eoh.eoh.EoHConfig attribute) exp_use_continue (llamda.ga.eoh.eoh.EoHConfig attribute) exp_use_seed (llamda.ga.eoh.eoh.EoHConfig attribute) expand() (llamda.ga.mcts.mcts_ahd.MCTS_AHD method) external_knowledge (llamda.problem.Problem attribute) extract_to_hs() (in module llamda.ga.hsevo.hsevo)

F

fe_max (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) file_to_string() (in module llamda.utils) filter_traceback() (in module llamda.evaluate) find_best_obj() (llamda.ga.hsevo.hsevo.HSEvo method) flash_reflection() (llamda.ga.hsevo.hsevo.HSEvo method) format_messages() (in module llamda.ga.hsevo.hsevo)

from_dict() (llamda.individual.Individual class method) from_json() (llamda.individual.Individual class method) func_desc (llamda.problem.Problem attribute) func_inputs (llamda.problem.EohProblem attribute) func_name (llamda.problem.BaseProblem attribute) func_outputs (llamda.problem.BaseProblem attribute) func_signature (llamda.problem.Problem attribute)

G

GeneticAlgorithm (class in llamda.ga.base) get_algorithm() (llamda.ga.eoh.eoh_interface_EC.InterfaceEC method) (llamda.ga.mcts.evolution_interface.InterfaceEC method)

get_offspring() (llamda.ga.eoh.eoh_interface_EC.InterfaceEC method) (llamda.ga.mcts.evolution_interface.InterfaceEC method)

H

harmony_search() (llamda.ga.hsevo.hsevo.HSEvo method) hm_size (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) hmcr (llamda.ga.hsevo.hsevo.HSEvoConfig attribute)

HSEvo (class in llamda.ga.hsevo.hsevo) HSEvoConfig (class in llamda.ga.hsevo.hsevo) HSEvoIndividual (class in llamda.ga.hsevo.hsevo)

I

Individual (class in llamda.individual) init_pop_size (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) (llamda.ga.reevo.reevo.ReEvoConfig attribute) init_population() (llamda.ga.hsevo.hsevo.HSEvo method) (llamda.ga.reevo.reevo.ReEvo method)

init_size (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) initialize_harmony_memory() (llamda.ga.hsevo.hsevo.HSEvo method) inout_info (llamda.problem.EohProblem attribute) InterfaceEC (class in llamda.ga.eoh.eoh_interface_EC) (class in llamda.ga.mcts.evolution_interface) is_fully_expanded() (llamda.ga.mcts.mcts.MCTS method)

L

LiteLLMClient (class in llamda.llm_client.litellm) LiteLLMClientConfig (class in llamda.llm_client.litellm) LlamaAPIClient (class in llamda.llm_client.llama_api) LlamaAPIClientConfig (class in llamda.llm_client.llama_api) llamda module llamda.evaluate module llamda.ga module llamda.ga.base module llamda.ga.eoh module llamda.ga.eoh.eoh module llamda.ga.eoh.eoh_interface_EC module llamda.ga.hsevo module llamda.ga.hsevo.hsevo module llamda.ga.mcts module llamda.ga.mcts.evolution_interface module llamda.ga.mcts.mcts module llamda.ga.mcts.mcts_ahd module

llamda.ga.reevo module llamda.ga.reevo.reevo module llamda.individual module llamda.llm_client module llamda.llm_client.azure module llamda.llm_client.base module llamda.llm_client.litellm module llamda.llm_client.llama_api module llamda.llm_client.openai module llamda.llm_client.zhipuai module llamda.problem module llamda.utils module load_builtin() (llamda.problem.Problem class method) load_heuristic_from_code() (in module llamda.utils) load_problem() (llamda.problem.Problem class method) long_term_reflection() (llamda.ga.reevo.reevo.ReEvo method)

M

m (llamda.ga.eoh.eoh.EoHConfig attribute) (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) manage_population() (in module llamda.ga.eoh.eoh) (in module llamda.ga.mcts.mcts_ahd) manage_population_s1() (in module llamda.ga.mcts.mcts_ahd) mark_invalid_individual() (llamda.evaluate.Evaluator method) max_fe (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) (llamda.ga.reevo.reevo.ReEvoConfig attribute) max_iter (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) MCTS (class in llamda.ga.mcts.mcts) MCTS_AHD (class in llamda.ga.mcts.mcts_ahd) MCTSNode (class in llamda.ga.mcts.mcts) MKP_ACO (llamda.problem.ProblemName attribute) model (llamda.llm_client.base.BaseLLMClientConfig attribute) module llamda llamda.evaluate llamda.ga llamda.ga.base llamda.ga.eoh llamda.ga.eoh.eoh llamda.ga.eoh.eoh_interface_EC llamda.ga.hsevo llamda.ga.hsevo.hsevo llamda.ga.mcts llamda.ga.mcts.evolution_interface llamda.ga.mcts.mcts llamda.ga.mcts.mcts_ahd llamda.ga.reevo llamda.ga.reevo.reevo llamda.individual llamda.llm_client llamda.llm_client.azure llamda.llm_client.base llamda.llm_client.litellm llamda.llm_client.llama_api llamda.llm_client.openai llamda.llm_client.zhipuai llamda.problem llamda.utils

multi_chat_completion() (llamda.llm_client.base.BaseClient method) mutate() (llamda.ga.hsevo.hsevo.HSEvo method) mutation_rate (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) (llamda.ga.reevo.reevo.ReEvoConfig attribute)

N

n_pop (llamda.ga.eoh.eoh.EoHConfig attribute)

name (llamda.individual.Individual attribute) (llamda.problem.BaseProblem attribute)

O

obj (llamda.individual.Individual attribute) obj_type (llamda.problem.BaseProblem attribute) OpenAIClient (class in llamda.llm_client.openai) OpenAIClientConfig (class in llamda.llm_client.openai)

operator_weights (llamda.ga.eoh.eoh.EoHConfig attribute) (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) operators (llamda.ga.eoh.eoh.EoHConfig attribute) (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) other_info (llamda.problem.EohProblem attribute)

P

par (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) path (llamda.problem.BaseProblem attribute) pop_size (llamda.ga.eoh.eoh.EoHConfig attribute) (llamda.ga.hsevo.hsevo.HSEvoConfig attribute) (llamda.ga.mcts.mcts_ahd.AHDConfig attribute) (llamda.ga.reevo.reevo.ReEvoConfig attribute)

population_generation() (llamda.ga.eoh.eoh_interface_EC.InterfaceEC method) population_generation_seed() (llamda.ga.eoh.eoh_interface_EC.InterfaceEC method) print_hyperlink() (in module llamda.utils) Problem (class in llamda.problem) ProblemName (class in llamda.problem)

R

random_select() (llamda.ga.hsevo.hsevo.HSEvo method) (llamda.ga.reevo.reevo.ReEvo method) rank_select() (llamda.ga.reevo.reevo.ReEvo method) ReEvo (class in llamda.ga.reevo.reevo) ReEvoConfig (class in llamda.ga.reevo.reevo)

ReEvoLLMClients (class in llamda.ga.reevo.reevo) response_to_individual() (llamda.ga.hsevo.hsevo.HSEvo method) (llamda.ga.reevo.reevo.ReEvo method) responses_to_population() (llamda.ga.hsevo.hsevo.HSEvo method) run() (llamda.ga.eoh.eoh.EOH method) (llamda.ga.mcts.mcts_ahd.MCTS_AHD method)

S

save_log_population() (llamda.ga.hsevo.hsevo.HSEvo method) seed_func (llamda.problem.Problem attribute) sel_individual_hs() (llamda.ga.hsevo.hsevo.HSEvo method)

select_parents() (in module llamda.ga.eoh.eoh_interface_EC) (in module llamda.ga.mcts.evolution_interface) select_parents_e1() (in module llamda.ga.mcts.evolution_interface) size (llamda.problem.BaseProblem attribute)

T

temperature (llamda.llm_client.base.BaseLLMClientConfig attribute) to_dict() (llamda.individual.Individual method) to_json() (llamda.individual.Individual method) traceback_msg (llamda.individual.Individual attribute)

tryHS (llamda.ga.hsevo.hsevo.HSEvoIndividual attribute) TSP_ACO (llamda.problem.ProblemName attribute) TSP_CONSTRUCTIVE (llamda.problem.ProblemName attribute) type (llamda.problem.BaseProblem attribute)

U

uct() (llamda.ga.mcts.mcts.MCTS method) update_harmony_memory() (llamda.ga.hsevo.hsevo.HSEvo method)

update_iter() (llamda.ga.hsevo.hsevo.HSEvo method) (llamda.ga.reevo.reevo.ReEvo method)

W

write_code_to_file() (llamda.individual.Individual method)

Z

ZhipuAIClient (class in llamda.llm_client.zhipuai)

ZhipuAIClientConfig (class in llamda.llm_client.zhipuai)