llamda package

Subpackages

• llamda.ga package
  • Subpackages
    • llamda.ga.eoh package
      • Submodules
      • llamda.ga.eoh.eoh module
      • llamda.ga.eoh.eoh_evolution module
      • llamda.ga.eoh.eoh_interface_EC module
      • Module contents
    • llamda.ga.hsevo package
      • Submodules
      • llamda.ga.hsevo.evolution module
      • llamda.ga.hsevo.hsevo module
      • Module contents
    • llamda.ga.mcts package
      • Submodules
      • llamda.ga.mcts.evolution module
      • llamda.ga.mcts.evolution_interface module
      • llamda.ga.mcts.mcts module
      • llamda.ga.mcts.mcts_ahd module
      • Module contents
    • llamda.ga.reevo package
      • Submodules
      • llamda.ga.reevo.evolution module
      • llamda.ga.reevo.reevo module
      • Module contents
  • Submodules
  • llamda.ga.base module
    • GeneticAlgorithm
  • Module contents
• llamda.llm_client package
  • Submodules
  • llamda.llm_client.azure module
    • AzureOpenAIClient
      • AzureOpenAIClient.ClientClass
    • AzureOpenAIClientConfig
      • AzureOpenAIClientConfig.api_key
      • AzureOpenAIClientConfig.api_version
      • AzureOpenAIClientConfig.deployment
      • AzureOpenAIClientConfig.endpoint
  • llamda.llm_client.base module
    • BaseClient
      • BaseClient.chat_completion()
      • BaseClient.multi_chat_completion()
    • BaseLLMClientConfig
      • BaseLLMClientConfig.model
      • BaseLLMClientConfig.temperature
  • llamda.llm_client.litellm module
    • LiteLLMClient
    • LiteLLMClientConfig
  • llamda.llm_client.llama_api module
    • LlamaAPIClient
    • LlamaAPIClientConfig
  • llamda.llm_client.openai module
    • OpenAIClient
      • OpenAIClient.ClientClass
    • OpenAIClientConfig
      • OpenAIClientConfig.api_key
      • OpenAIClientConfig.base_url
  • llamda.llm_client.zhipuai module
    • ZhipuAIClient
      • ZhipuAIClient.ClientClass
    • ZhipuAIClientConfig
  • Module contents

Submodules

llamda.evaluate module

class llamda.evaluate.Evaluator(problem, timeout=30)

Bases: object

Parameters:

• problem (BaseProblem)

• timeout (int)

batch_evaluate(population, output_dir)

Evaluate population by running code in parallel and computing objective values.

Parameters:

• population (list[T])

• output_dir (Path)

Return type:

list[T]

mark_invalid_individual(individual, traceback_msg)

Mark an individual as invalid.

Parameters:

• individual (T)

• traceback_msg (str)

Return type:

T

llamda.evaluate.filter_traceback(s)

Parameters:

s (str)

Return type:

str

llamda.individual module

class llamda.individual.Individual(name: str | None = None, code: str | None = None, exec_success: bool | None = None, obj: float | None = None, traceback_msg: str | None = None)

Bases: object

Parameters:

• name (str | None)

• code (str | None)

• exec_success (bool | None)

• obj (float | None)

• traceback_msg (str | None)

code: str | None = None

exec_success: bool | None = None

classmethod from_dict(data)

Parameters:

data (dict)

Return type:

Individual

classmethod from_json(json_str)

Parameters:

json_str (str)

Return type:

Individual

name: str | None = None

obj: float | None = None

to_dict()

Return type:

dict

to_json()

Return type:

str

traceback_msg: str | None = None

write_code_to_file(filepath)

Parameters:

filepath (str)

Return type:

None

llamda.problem module

class llamda.problem.BaseProblem(name: str, type: str, obj_type: str, size: int, description: str, func_name: str, func_outputs: list[str], path: pathlib.Path)

Bases: object

Parameters:

• name (str)

• type (str)

• obj_type (str)

• size (int)

• description (str)

• func_name (str)

• func_outputs (list[str])

• path (Path)

property code_path: Path

description: str

property eval_path: Path

func_name: str

func_outputs: list[str]

name: str

obj_type: str

path: Path

size: int

type: str

class llamda.problem.EohProblem(name: str, type: str, obj_type: str, size: int, description: str, func_name: str, func_outputs: list[str], path: pathlib.Path, func_inputs: list[str], inout_info: str, other_info: str)

Bases: BaseProblem

Parameters:

• name (str)

• type (str)

• obj_type (str)

• size (int)

• description (str)

• func_name (str)

• func_outputs (list[str])

• path (Path)

• func_inputs (list[str])

• inout_info (str)

• other_info (str)

func_inputs: list[str]

inout_info: str

other_info: str

class llamda.problem.Problem(name: str, type: str, obj_type: str, size: int, description: str, func_name: str, func_outputs: list[str], path: pathlib.Path, seed_func: str, func_signature: str, func_desc: str, external_knowledge: str)

Bases: BaseProblem

Parameters:

• name (str)

• type (str)

• obj_type (str)

• size (int)

• description (str)

• func_name (str)

• func_outputs (list[str])

• path (Path)

• seed_func (str)

• func_signature (str)

• func_desc (str)

• external_knowledge (str)

external_knowledge: str

func_desc: str

func_signature: str

classmethod load_builtin(problem_name)

Parameters:

problem_name (ProblemName)

Return type:

Problem

classmethod load_problem(path)

Parameters:

path (Path)

Return type:

Problem

seed_func: str

class llamda.problem.ProblemName(value)

Bases: Enum

BPP_OFFLINE_ACO = 'bpp_offline_aco'

BPP_ONLINE = 'bpp_online'

CVRP_ACO = 'cvrp_aco'

MKP_ACO = 'mkp_aco'

TSP_ACO = 'tsp_aco'

TSP_CONSTRUCTIVE = 'tsp_constructive'

llamda.problem.adapt_prompt(problem)

Parameters:

problem (Problem)

Return type:

EohProblem

llamda.utils module

llamda.utils.file_to_string(filename)

Parameters:

filename (str | PathLike[str])

Return type:

str

llamda.utils.load_heuristic_from_code(code_path, possible_func_names)

Dynamically load heuristic function from given code path.

Parameters:

• code_path (str)

• possible_func_names (list[str])

Return type:

Callable

llamda.utils.print_hyperlink(path, text=None)

Print hyperlink to file or folder for convenient navigation

Parameters:

• path (str)

• text (str | None)

Return type:

str

Module contents