import random from tqdm import tqdm from lm_eval.api.model import LM from lm_eval.api.registry import register_model @register_model("dummy") class DummyLM(LM): def __init__(self) -> None: super().__init__() @classmethod def create_from_arg_string(cls, arg_string, additional_config=None): return cls() def loglikelihood(self, requests, disable_tqdm: bool = False): res = [] for _ in tqdm(requests, disable=disable_tqdm): res.append((-random.random(), False)) return res def generate_until(self, requests, disable_tqdm: bool = False): res = [] for ctx, _ in tqdm(requests, disable=disable_tqdm): res.append("lol") assert ctx.strip() != "" return res def loglikelihood_rolling(self, requests, disable_tqdm: bool = False): res = [] for _ in tqdm(requests, disable=disable_tqdm): res.append(-random.random()) return res