Index

_

__del__() __eq__() (in module llm4ad.base.code) __init__(), [1], [2], [3], [4] (in module llm4ad.base.evaluate), [1] (in module llm4ad.base.sample), [1] __setattr__() (in module llm4ad.base.code) __str__() (in module llm4ad.base.code), [1] _adjust_pop_size() _check_indent_if_code_completion() (in module llm4ad.base.sample) _continue_loop(), [1], [2], [3] _continue_sample(), [1], [2] _do_request() _do_sample(), [1], [2] _evaluate() (in module llm4ad.base.evaluate)

_evaluate_in_safe_process() (in module llm4ad.base.evaluate) _get_prompt(), [1] _init() _init_one_solution() _init_population(), [1], [2] _iteratively_ga_evolve() _iteratively_init() _iteratively_init_population(), [1] _iteratively_init_population_root() _iteratively_use_eoh_operator() _modify_program_code() (in module llm4ad.base.evaluate) _multi_threaded_sampling(), [1], [2], [3] _sample_evaluate_register(), [1], [2], [3], [4], [5], [6], [7], [8], [9] _thread_do_evolutionary_operator(), [1], [2] _thread_init_population(), [1], [2]

A

add_decorator() (in module llm4ad.base.modify_code) add_import_package_statement() (in module llm4ad.base.modify_code) add_np_random_seed_below_numpy_import() (in module llm4ad.base.modify_code) add_numba_decorator() (in module llm4ad.base.modify_code)

add_numpy_random_seed_to_func() (in module llm4ad.base.modify_code) algorithm (in module llm4ad.base.code) args (in module llm4ad.base.code) auto_trim() (in module llm4ad.base.sample)

B

body (in module llm4ad.base.code)

C

check_duplicate()

close() (in module llm4ad.base.sample)

D

deploy_models() docstring (in module llm4ad.base.code)

draw_sample(), [1], [2], [3] (in module llm4ad.base.sample), [1] draw_samples() (in module llm4ad.base.sample), [1]

E

EoH (built-in class) evaluate_program() (in module llm4ad.base.evaluate), [1] evaluate_program_record_time() (in module llm4ad.base.evaluate) evaluate_time (in module llm4ad.base.code)

Evaluation (built-in class) (class in llm4ad.base.evaluate) exec() (in module llm4ad.base.code) expand()

F

find_function_index() (in module llm4ad.base.code) Function (built-in class) (class in llm4ad.base.code)

function_to_program() (in module llm4ad.base.code) functions (in module llm4ad.base.code) FunSearch (built-in class)

G

get_function() (in module llm4ad.base.code)

get_functions_name() (in module llm4ad.base.modify_code)

H

HillClimb (built-in class)

HttpsApi (built-in class)

L

LHNS (built-in class) LLaMEA (built-in class) LLM (built-in class) (class in llm4ad.base.sample) llm4ad.base module llm4ad.base.code module

llm4ad.base.evaluate module llm4ad.base.modify_code module llm4ad.base.sample module LocalOllamaLLM (built-in class) LocalVLLMAPI (built-in class)

M

MCTS_AHD (built-in class) MEoH (built-in class) method_ils() method_ts() method_vns() ModifyCode (built-in class) (class in llm4ad.base.modify_code)

module llm4ad.base llm4ad.base.code llm4ad.base.evaluate llm4ad.base.modify_code llm4ad.base.sample MOEAD (built-in class)

N

name (in module llm4ad.base.code)

NSGA2 (built-in class)

O

OpenAIAPI (built-in class)

P

population_management_s1() preface (in module llm4ad.base.code)

Program (built-in class) (class in llm4ad.base.code) program_to_function() (in module llm4ad.base.code)

R

RandSample (built-in class) ReEvo (built-in class) release_resources() release_resources_()

remove_docstrings() (in module llm4ad.base.sample) rename_function() (in module llm4ad.base.modify_code) replace_div_with_protected_div() (in module llm4ad.base.modify_code) return_type (in module llm4ad.base.code) run(), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10]

S

sample_time (in module llm4ad.base.code) sample_to_function() (in module llm4ad.base.sample) sample_to_program() (in module llm4ad.base.sample) SampleTrimmer (built-in class) (class in llm4ad.base.sample)

score (in module llm4ad.base.code) SecureEvaluator (built-in class) (class in llm4ad.base.evaluate) simulated_annealing()

T

text_to_function() (in module llm4ad.base.code) text_to_program() (in module llm4ad.base.code)

TextFunctionProgramConverter (class in llm4ad.base.code) trim_function_body() (in module llm4ad.base.sample) trim_preface_of_function() (in module llm4ad.base.sample)

V

VLLMManager (built-in class)

Y

yield_decorated() (in module llm4ad.base.modify_code)