(vision_model, base64_image, prompt)

(version: str, tasks: List[int])

(inputs, results)

(inputs, results)

(x)

(node: Node, deps: Set[str])

(set_cover_info: Dict[str, List[str]], mini_path: str)

(src_file, tgt_file)

(code, input_list)

(self, code_str: str, nb)

( task_id, client: openai.OpenAI, entry_point: str, code: str, model: str, n: int = 1,

(task2profile: dict, base_threshold=0.2, min_clusters=3)

(task2profile: dict, thresh: float, percentile: int = 95)

(task2profile: dict, threshold: int = 10)

(source, functors, skip_main_fn=True)

(data)

(data)

(data)

(args)

(args)

(args)

(args)

(args)

(problem,expected_output, example, lang,name,flags)

(problem,expected_output, example, lang, tokenizer, model,name,flags)

(problem, expected_output, example, lang, tokenizer, model, name, flags)

(problem, expected_output, example, lang, tokenizer, model,name,flags)

(example, lang, tokenizer, model, name, flags)

(task_id: int)

(task_id: int)

(config)

(cmd_list: list)

(task_id: id)

(bot_backend)

(task_id: int, entry_point)

()

( coverage_dir: str, exclude_model: str, dataset: str )

(paths: List[PathLike])

(nodes: List[Tuple[str, Node]])

(task_id: int, assertion: str)

()

(entrypoint: str, call_graph: Dict[str, str])

( mutation_dir: str, exclude_model: str, dataset: str )

( sample_dir: str, sample_eval_dir: str, exclude_model: str, dataset: str )

(self)

(dataset: str)

(model_path: str, MAX_TRY: int = 3)

(self, bot_backend: BotBackend, history: List, whether_exit: bool)

(self, bot_backend: BotBackend, history: List, whether_exit: bool)

(bot_backend: BotBackend, history: List, whether_exit: bool)

(code)

(node: Node)

(languge: str, question: str)

(languge: str, question: str)

(languge: str, question: str)

(path)

(state_dict: Dict)

(args, problems)

(entry_point: str, code: str, contract: str)

(entry_point, code, contract)

(entry_point, prompt, test)

(code, entry_point, test_code)

(self)

(x)

(x)

(code)

(state, history, user_input)

()

(flags)

()

()

()

()

()

()

()

()

()

()

()

(*args, **kwargs)

( model: str, backend: str, dataset: str, batch_size: int = 1, temperature: float = 0

( client: openai.Client, message: str, model: str, max_tokens: int = 512, temperature

( client: openai.Client, message: str, model: str, max_tokens: int = 512, temperature

(*args)

(mutation_dir: str, dataset: str)

(self, seed: TestInput)

(self, seed_input: Any)

(self, seed_input: Any)

(self, seed: TestInput)

(outputs: List[str])

(outputs: List[str], func: Callable, mode: str = "branch")

(outputs: List[str], func: Callable, mode: str = "branch")

(task2bvs_old, task2bvs_new)

(mutation_dir: str, dataset: str)

( code: str, protect_before: str, execeptions: List[str], trim_tails: List[str] )