Tools / logging.py
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# coding=utf-8
# 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.
# BMTools copied from Huggingface Transformers
""" Logging utilities."""
import logging
import os
import sys
import threading
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
_lock = threading.Lock()
_default_handler: Optional[logging.Handler] = None
log_levels = {
"debug": logging.DEBUG,
"info": logging.INFO,
"warning": logging.WARNING,
"error": logging.ERROR,
"critical": logging.CRITICAL,
}
_default_log_level = logging.INFO
def _get_default_logging_level():
"""
If BMTOOLS_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("BMTOOLS_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 BMTOOLS_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:
global _default_handler
with _lock:
if _default_handler:
# This library has already configured the library root logger.
return
_default_handler = logging.StreamHandler() # Set sys.stderr as stream.
_default_handler.flush = sys.stderr.flush
formatter = logging.Formatter(
"\033[1;31m[%(levelname)s|(BMTools)%(module)s:%(lineno)d]%(asctime)s >> \033[0m %(message)s")
_default_handler.setFormatter(formatter)
# Apply our default configuration to the library root logger.
library_root_logger = _get_library_root_logger()
library_root_logger.addHandler(_default_handler)
library_root_logger.setLevel(_get_default_logging_level())
library_root_logger.propagate = False
def _reset_library_root_logger() -> None:
global _default_handler
with _lock:
if not _default_handler:
return
library_root_logger = _get_library_root_logger()
library_root_logger.removeHandler(_default_handler)
library_root_logger.setLevel(logging.NOTSET)
_default_handler = None
def get_log_levels_dict():
return log_levels
def get_verbosity() -> int:
"""
Return the current level for the 🤗 Transformers's root logger as an int.
Returns:
:obj:`int`: The logging level.
<Tip>
🤗 Transformers has following logging levels:
- 50: ``transformers.logging.CRITICAL`` or ``transformers.logging.FATAL``
- 40: ``transformers.logging.ERROR``
- 30: ``transformers.logging.WARNING`` or ``transformers.logging.WARN``
- 20: ``transformers.logging.INFO``
- 10: ``transformers.logging.DEBUG``
</Tip>"""
_configure_library_root_logger()
return _get_library_root_logger().getEffectiveLevel()
def set_verbosity(verbosity: int) -> None:
"""
Set the verbosity level for the 🤗 Transformers's root logger.
Args:
verbosity (:obj:`int`):
Logging level, e.g., one of:
- ``transformers.logging.CRITICAL`` or ``transformers.logging.FATAL``
- ``transformers.logging.ERROR``
- ``transformers.logging.WARNING`` or ``transformers.logging.WARN``
- ``transformers.logging.INFO``
- ``transformers.logging.DEBUG``
"""
_configure_library_root_logger()
_get_library_root_logger().setLevel(verbosity)
def set_verbosity_info():
"""Set the verbosity to the ``INFO`` level."""
return set_verbosity(INFO)
def set_verbosity_warning():
"""Set the verbosity to the ``WARNING`` level."""
return set_verbosity(WARNING)
def set_verbosity_debug():
"""Set the verbosity to the ``DEBUG`` level."""
return set_verbosity(DEBUG)
def set_verbosity_error():
"""Set the verbosity to the ``ERROR`` level."""
return set_verbosity(ERROR)
def disable_default_handler() -> None:
"""Disable the default handler of the HuggingFace Transformers's root logger."""
_configure_library_root_logger()
assert _default_handler is not None
_get_library_root_logger().removeHandler(_default_handler)
def enable_default_handler() -> None:
"""Enable the default handler of the HuggingFace Transformers's root logger."""
_configure_library_root_logger()
assert _default_handler is not None
_get_library_root_logger().addHandler(_default_handler)
def add_handler(handler: logging.Handler) -> None:
"""adds a handler to the HuggingFace Transformers's root logger."""
_configure_library_root_logger()
assert handler is not None
_get_library_root_logger().addHandler(handler)
def remove_handler(handler: logging.Handler) -> None:
"""removes given handler from the HuggingFace Transformers's root logger."""
_configure_library_root_logger()
assert handler is not None and handler not in _get_library_root_logger().handlers
_get_library_root_logger().removeHandler(handler)
def disable_propagation() -> None:
"""
Disable propagation of the library log outputs. Note that log propagation is disabled by default.
"""
_configure_library_root_logger()
_get_library_root_logger().propagate = False
def enable_propagation() -> None:
"""
Enable propagation of the library log outputs. Please disable the HuggingFace Transformers's default handler to
prevent double logging if the root logger has been configured.
"""
_configure_library_root_logger()
_get_library_root_logger().propagate = True
def enable_explicit_format() -> None:
"""
Enable explicit formatting for every HuggingFace Transformers's logger. The explicit formatter is as follows:
```
[LEVELNAME|FILENAME|LINE NUMBER] TIME >> MESSAGE
```
All handlers currently bound to the root logger are affected by this method.
"""
handlers = _get_library_root_logger().handlers
for handler in handlers:
formatter = logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s")
handler.setFormatter(formatter)
def reset_format() -> None:
"""
Resets the formatting for HuggingFace Transformers's loggers.
All handlers currently bound to the root logger are affected by this method.
"""
handlers = _get_library_root_logger().handlers
for handler in handlers:
handler.setFormatter(None)
def warning_advice(self, *args, **kwargs):
"""
This method is identical to ``logger.warning()``, but if env var TRANSFORMERS_NO_ADVISORY_WARNINGS=1 is set, this
warning will not be printed
"""
no_advisory_warnings = os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS", False)
if no_advisory_warnings:
return
self.warning(*args, **kwargs)
logging.Logger.warning_advice = warning_advice
def get_logger(name: Optional[str] = None, verbosity='info') -> logging.Logger:
"""
Return a logger with the specified name.
This function is not supposed to be directly accessed unless you are writing a custom transformers module.
"""
if name is None:
name = _get_library_name()
_configure_library_root_logger()
logger = logging.getLogger(name)
logger.setLevel(log_levels[verbosity])
# Set up a file handler to write log messages to a file
# file_handler = logging.FileHandler('/Users/xuanhe/Documents/our-paper/instructdb/code/BMTools/bmtools/tools/database/my_log_file.log')
# file_handler.setLevel(log_levels[verbosity])
# logger.addHandler(file_handler)
return logger