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| """ Logging utilities. """ |
|
|
| import logging |
| import os |
| import threading |
| from logging import CRITICAL |
| from logging import DEBUG |
| from logging import ERROR |
| from logging import FATAL |
| from logging import INFO |
| from logging import NOTSET |
| from logging import WARN |
| from logging import WARNING |
| 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 |
|
|
|
|
| def _get_default_logging_level(): |
| """ |
| If TRANSFORMERS_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("TRANSFORMERS_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 TRANSFORMERS_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: |
| |
| return |
| _default_handler = logging.StreamHandler() |
|
|
| |
| 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_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 transformers 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 🤗 Transformers's root logger as an int. |
| |
| Returns: |
| :obj:`int`: The logging level. |
| |
| .. note:: |
| |
| 🤗 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`` |
| """ |
|
|
| _configure_library_root_logger() |
| return _get_library_root_logger().getEffectiveLevel() |
|
|
|
|
| def set_verbosity(verbosity: int) -> None: |
| """ |
| Set the vebosity 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 :obj:`INFO` level.""" |
| return set_verbosity(INFO) |
|
|
|
|
| def set_verbosity_warning(): |
| """Set the verbosity to the :obj:`WARNING` level.""" |
| return set_verbosity(WARNING) |
|
|
|
|
| def set_verbosity_debug(): |
| """Set the verbosity to the :obj:`DEBUG` level.""" |
| return set_verbosity(DEBUG) |
|
|
|
|
| def set_verbosity_error(): |
| """Set the verbosity to the :obj:`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 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) |
|
|