peacock-data-public-datasets-idc-llm_eval
/
llmeval-env
/lib
/python3.10
/site-packages
/evaluate
/utils
/logging.py
# Copyright 2020 Optuna, Hugging Face | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
""" Logging utilities. """ | |
import logging | |
import os | |
from logging import CRITICAL # NOQA | |
from logging import DEBUG # NOQA | |
from logging import ERROR # NOQA | |
from logging import FATAL # NOQA | |
from logging import INFO # NOQA | |
from logging import NOTSET # NOQA | |
from logging import WARN # NOQA | |
from logging import WARNING # NOQA | |
from typing import Optional | |
from tqdm import auto as tqdm_lib | |
log_levels = { | |
"debug": logging.DEBUG, | |
"info": logging.INFO, | |
"warning": logging.WARNING, | |
"error": logging.ERROR, | |
"critical": logging.CRITICAL, | |
} | |
_default_log_level = logging.WARNING | |
def _get_default_logging_level(): | |
""" | |
If EVALUATE_VERBOSITY env var is set to one of the valid choices return that as the new default level. | |
If it is not - fall back to ``_default_log_level`` | |
""" | |
env_level_str = os.getenv("EVALUATE_VERBOSITY", None) | |
if env_level_str: | |
if env_level_str in log_levels: | |
return log_levels[env_level_str] | |
else: | |
logging.getLogger().warning( | |
f"Unknown option EVALUATE_VERBOSITY={env_level_str}, " | |
f"has to be one of: { ', '.join(log_levels.keys()) }" | |
) | |
return _default_log_level | |
def _get_library_name() -> str: | |
return __name__.split(".")[0] | |
def _get_library_root_logger() -> logging.Logger: | |
return logging.getLogger(_get_library_name()) | |
def _configure_library_root_logger() -> None: | |
# Apply our default configuration to the library root logger. | |
library_root_logger = _get_library_root_logger() | |
library_root_logger.setLevel(_get_default_logging_level()) | |
def _reset_library_root_logger() -> None: | |
library_root_logger = _get_library_root_logger() | |
library_root_logger.setLevel(logging.NOTSET) | |
def get_logger(name: Optional[str] = None) -> logging.Logger: | |
"""Return a logger with the specified name.""" | |
if name is None: | |
name = _get_library_name() | |
return logging.getLogger(name) | |
def get_verbosity() -> int: | |
"""Return the current level for the Hugging Face Evaluate library's root logger. | |
Returns: | |
Logging level, e.g., `evaluate.logging.DEBUG` and `evaluate.logging.INFO`. | |
<Tip> | |
Hugging Face Evaluate library has following logging levels: | |
- `evaluate.logging.CRITICAL`, `evaluate.logging.FATAL` | |
- `evaluate.logging.ERROR` | |
- `evaluate.logging.WARNING`, `evaluate.logging.WARN` | |
- `evaluate.logging.INFO` | |
- `evaluate.logging.DEBUG` | |
</Tip> | |
""" | |
return _get_library_root_logger().getEffectiveLevel() | |
def set_verbosity(verbosity: int) -> None: | |
"""Set the level for the Hugging Face Evaluate library's root logger. | |
Args: | |
verbosity: | |
Logging level, e.g., `evaluate.logging.DEBUG` and `evaluate.logging.INFO`. | |
""" | |
_get_library_root_logger().setLevel(verbosity) | |
def set_verbosity_info(): | |
"""Set the level for the Hugging Face Evaluate library's root logger to `INFO`. | |
This will display most of the logging information and tqdm bars. | |
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.INFO)`. | |
""" | |
return set_verbosity(INFO) | |
def set_verbosity_warning(): | |
"""Set the level for the Hugging Face Evaluate library's root logger to `WARNING`. | |
This will display only the warning and errors logging information and tqdm bars. | |
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.WARNING)`. | |
""" | |
return set_verbosity(WARNING) | |
def set_verbosity_debug(): | |
"""Set the level for the Hugging Face Evaluate library's root logger to `DEBUG`. | |
This will display all the logging information and tqdm bars. | |
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.DEBUG)`. | |
""" | |
return set_verbosity(DEBUG) | |
def set_verbosity_error(): | |
"""Set the level for the Hugging Face Evaluate library's root logger to `ERROR`. | |
This will display only the errors logging information and tqdm bars. | |
Shortcut to `evaluate.logging.set_verbosity(evaluate.logging.ERROR)`. | |
""" | |
return set_verbosity(ERROR) | |
def disable_propagation() -> None: | |
"""Disable propagation of the library log outputs. | |
Note that log propagation is disabled by default. | |
""" | |
_get_library_root_logger().propagate = False | |
def enable_propagation() -> None: | |
"""Enable propagation of the library log outputs. | |
Please disable the Hugging Face Evaluate library's default handler to prevent double logging if the root logger has | |
been configured. | |
""" | |
_get_library_root_logger().propagate = True | |
# Configure the library root logger at the module level (singleton-like) | |
_configure_library_root_logger() | |
class EmptyTqdm: | |
"""Dummy tqdm which doesn't do anything.""" | |
def __init__(self, *args, **kwargs): # pylint: disable=unused-argument | |
self._iterator = args[0] if args else None | |
def __iter__(self): | |
return iter(self._iterator) | |
def __getattr__(self, _): | |
"""Return empty function.""" | |
def empty_fn(*args, **kwargs): # pylint: disable=unused-argument | |
return | |
return empty_fn | |
def __enter__(self): | |
return self | |
def __exit__(self, type_, value, traceback): | |
return | |
_tqdm_active = True | |
class _tqdm_cls: | |
def __call__(self, *args, **kwargs): | |
if _tqdm_active: | |
return tqdm_lib.tqdm(*args, **kwargs) | |
else: | |
return EmptyTqdm(*args, **kwargs) | |
def set_lock(self, *args, **kwargs): | |
self._lock = None | |
if _tqdm_active: | |
return tqdm_lib.tqdm.set_lock(*args, **kwargs) | |
def get_lock(self): | |
if _tqdm_active: | |
return tqdm_lib.tqdm.get_lock() | |
tqdm = _tqdm_cls() | |
def is_progress_bar_enabled() -> bool: | |
"""Return a boolean indicating whether tqdm progress bars are enabled.""" | |
global _tqdm_active | |
return bool(_tqdm_active) | |
def enable_progress_bar(): | |
"""Enable tqdm progress bar.""" | |
global _tqdm_active | |
_tqdm_active = True | |
def disable_progress_bar(): | |
"""Enable tqdm progress bar.""" | |
global _tqdm_active | |
_tqdm_active = False | |