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import functools | |
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.WARNING | |
_tqdm_active = True | |
def _get_default_logging_level(): | |
""" | |
If M4_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("M4_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 M4_VERBOSITY={env_level_str}, 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 | |
# 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_logger(name: Optional[str] = None) -> logging.Logger: | |
""" | |
Return a logger with the specified name. | |
This function is not supposed to be directly accessed unless you are writing a custom m4 module. | |
""" | |
if name is None: | |
name = _get_library_name() | |
_configure_library_root_logger() | |
return logging.getLogger(name) | |
def get_verbosity() -> int: | |
""" | |
Return the current level for the 🤗 M4's root logger as an int. | |
Returns: | |
`int`: The logging level. | |
<Tip> | |
🤗 M4 has following logging levels: | |
- 50: `m4.logging.CRITICAL` or `m4.logging.FATAL` | |
- 40: `m4.logging.ERROR` | |
- 30: `m4.logging.WARNING` or `m4.logging.WARN` | |
- 20: `m4.logging.INFO` | |
- 10: `m4.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 🤗 M4's root logger. | |
Args: | |
verbosity (`int`): | |
Logging level, e.g., one of: | |
- `m4.logging.CRITICAL` or `m4.logging.FATAL` | |
- `m4.logging.ERROR` | |
- `m4.logging.WARNING` or `m4.logging.WARN` | |
- `m4.logging.INFO` | |
- `m4.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 M4'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 M4'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 M4'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 M4'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 M4'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 M4'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 M4'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_once(self, *args, **kwargs): | |
""" | |
This method is identical to `logger.warning()`, but will emit the warning with the same message only once | |
Note: The cache is for the function arguments, so 2 different callers using the same arguments | |
will hit the cache. The assumption here is that all warning messages are unique across the code. | |
If they aren't then need to switch to another type of cache that includes the caller frame | |
information in the hashing function. | |
""" | |
self.warning(*args, **kwargs) | |
logging.Logger.warning_once = warning_once | |