Index

_

__init__() (llmize.ADOPRO method) (llmize.base.OptimizationResult method) (llmize.base.Optimizer method) (llmize.callbacks.adapt_temp_on_plateau.AdaptTempOnPlateau method) (llmize.callbacks.early_stopping.EarlyStopping method) (llmize.callbacks.optimal_score_stopping.OptimalScoreStopping method) (llmize.config.Config method) (llmize.HLMEA method) (llmize.HLMSA method) (llmize.methods.ADOPRO method) (llmize.methods.adopro.ADOPRO method), [1] (llmize.methods.HLMEA method) (llmize.methods.hlmea.HLMEA method), [1] (llmize.methods.HLMSA method) (llmize.methods.hlmsa.HLMSA method), [1] (llmize.methods.OPRO method) (llmize.methods.opro.OPRO method), [1] (llmize.OPRO method)

_evaluate_single_solution() (llmize.base.Optimizer method) _evaluate_solutions() (llmize.base.Optimizer method) _generate_solutions() (llmize.base.Optimizer method) _initialize_callbacks() (llmize.base.Optimizer method) _load_config() (llmize.config.Config method) _set_defaults() (llmize.config.Config method)

A

AdaptTempOnPlateau (class in llmize.callbacks.adapt_temp_on_plateau) ADOPRO (class in llmize) (class in llmize.methods) (class in llmize.methods.adopro), [1]

C

ColoredFormatter (class in llmize.utils.logger)

Config (class in llmize.config)

D

default_batch_size (llmize.config.Config property)

default_model (llmize.config.Config property) default_num_steps (llmize.config.Config property)

E

EarlyStopping (class in llmize.callbacks.early_stopping)

F

format() (llmize.utils.logger.ColoredFormatter method)

format_with_time() (llmize.utils.logger.ColoredFormatter method) formatTime() (llmize.utils.logger.ColoredFormatter method)

G

generate_content() (in module llmize.llm.llm_call) generate_content_gemini() (in module llmize.llm.llm_call) generate_content_huggingface() (in module llmize.llm.llm_call) generate_content_openai() (in module llmize.llm.llm_call) generate_content_openrouter() (in module llmize.llm.llm_call)

get() (llmize.config.Config method) get_api_key() (llmize.config.Config method) get_base_url() (llmize.config.Config method) get_configuration() (llmize.base.Optimizer method) get_sample_prompt() (llmize.base.Optimizer method) get_sample_response() (llmize.base.Optimizer method)

H

HLMEA (class in llmize) (class in llmize.methods) (class in llmize.methods.hlmea), [1]

HLMSA (class in llmize) (class in llmize.methods) (class in llmize.methods.hlmsa), [1]

I

initialize_gemini() (in module llmize.llm.llm_init) initialize_huggingface() (in module llmize.llm.llm_init)

initialize_llm() (in module llmize.llm.llm_init) initialize_openai() (in module llmize.llm.llm_init) initialize_openrouter() (in module llmize.llm.llm_init)

L

llmize module llmize.llm.llm_call module llmize.llm.llm_init module llmize.methods module llmize.methods.adopro module llmize.methods.hlmea module llmize.methods.hlmsa module

llmize.methods.opro module llmize.utils module llmize.utils.logger module llmize.utils.parsing module, [1] llmize.utils.truncate module log_critical() (in module llmize.utils.logger) log_debug() (in module llmize.utils.logger) log_error() (in module llmize.utils.logger) log_info() (in module llmize.utils.logger) log_warning() (in module llmize.utils.logger)

M

max_retries (llmize.config.Config property) maximize() (llmize.base.Optimizer method) meta_prompt() (llmize.ADOPRO method) (llmize.base.Optimizer method) (llmize.HLMEA method) (llmize.HLMSA method) (llmize.methods.ADOPRO method) (llmize.methods.adopro.ADOPRO method), [1] (llmize.methods.HLMEA method) (llmize.methods.hlmea.HLMEA method), [1] (llmize.methods.HLMSA method) (llmize.methods.hlmsa.HLMSA method), [1] (llmize.methods.OPRO method) (llmize.methods.opro.OPRO method), [1] (llmize.OPRO method)

minimize() (llmize.base.Optimizer method) module llmize llmize.llm.llm_call llmize.llm.llm_init llmize.methods llmize.methods.adopro llmize.methods.hlmea llmize.methods.hlmsa llmize.methods.opro llmize.utils llmize.utils.logger llmize.utils.parsing, [1] llmize.utils.truncate

O

on_step_end() (llmize.callbacks.adapt_temp_on_plateau.AdaptTempOnPlateau method) (llmize.callbacks.early_stopping.EarlyStopping method) (llmize.callbacks.optimal_score_stopping.OptimalScoreStopping method) OPRO (class in llmize) (class in llmize.methods) (class in llmize.methods.opro), [1] OptimalScoreStopping (class in llmize.callbacks.optimal_score_stopping) OptimizationResult (class in llmize.base) optimize() (llmize.ADOPRO method) (llmize.HLMEA method) (llmize.HLMSA method) (llmize.methods.ADOPRO method) (llmize.methods.adopro.ADOPRO method), [1] (llmize.methods.HLMEA method) (llmize.methods.hlmea.HLMEA method), [1] (llmize.methods.HLMSA method) (llmize.methods.hlmsa.HLMSA method), [1] (llmize.methods.OPRO method) (llmize.methods.opro.OPRO method), [1] (llmize.OPRO method)

Optimizer (class in llmize.base)

P

parallel_n_jobs (llmize.config.Config property) parse_pairs() (in module llmize.utils.parsing), [1]

parse_response() (in module llmize.utils.parsing), [1] parse_score() (in module llmize.utils.parsing), [1]

R

retry_delay (llmize.config.Config property)

S

set_log_level() (in module llmize.utils.logger)

T

temperature (llmize.config.Config property)

to_dict() (llmize.base.OptimizationResult method) truncate_pairs() (in module llmize.utils.truncate)