fix logging

lm_eval/__main__.py

 from lm_eval._cli.eval import Eval
+from lm_eval.utils import setup_logging
 
 
 def cli_evaluate() -> None:
     """Main CLI entry point with subcommand and legacy support."""
+    setup_logging()
     parser = Eval()
     args = parser.parse_args()
     parser.execute(args)

lm_eval/_cli/run.py

@@ -434,6 +434,7 @@ class Run(SubCommand):
                 evaluation_tracker.recreate_metadata_card()
 
             # Print results
+            cfg.model_args.pop("trust_remote_code", None)
             print(
                 f"{cfg.model} ({cfg.model_args}), gen_kwargs: ({cfg.gen_kwargs}), "
                 f"limit: {cfg.limit}, num_fewshot: {cfg.num_fewshot}, "

lm_eval/config/evaluate_config.py

 import json
 import logging
-import warnings
 from argparse import Namespace
 from dataclasses import asdict, dataclass, field
 from pathlib import Path
@@ -274,7 +273,7 @@ class EvaluatorConfig:
     def _validate_arguments(self) -> None:
         """Validate configuration arguments and cross-field constraints."""
         if self.limit:
-            warnings.warn(
+            logging.warning(
                 "--limit SHOULD ONLY BE USED FOR TESTING. "
                 "REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT."
             )

lm_eval/utils.py

-import argparse
 import collections
 import fnmatch
 import functools
@@ -12,7 +11,7 @@ import re
 from dataclasses import asdict, is_dataclass
 from itertools import islice
 from pathlib import Path
-from typing import Any, Callable, Dict, Generator, List, Optional, Tuple
+from typing import Any, Callable, Generator, List, Optional, Tuple
 
 import numpy as np
 import yaml
@@ -148,16 +147,6 @@ def simple_parse_args_string(args_string: Optional[str]) -> dict:
     return args_dict
 
 
-def request_caching_arg_to_dict(cache_requests: str) -> dict:
-    request_caching_args = {
-        "cache_requests": cache_requests in {"true", "refresh"},
-        "rewrite_requests_cache": cache_requests == "refresh",
-        "delete_requests_cache": cache_requests == "delete",
-    }
-
-    return request_caching_args
-
-
 def join_iters(iters):
     for iter in iters:
         yield from iter