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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 |