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# 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