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| """ Logging utilities. """ |
|
|
| import logging |
| logging.basicConfig(format='%(asctime)s - %(levelname)s - %(name)s - %(message)s', datefmt='%m/%d/%Y %H:%M:%S', level=logging.WARN) |
|
|
| import os |
| from logging import ( |
| CRITICAL, |
| DEBUG, |
| ERROR, |
| FATAL, |
| INFO, |
| NOTSET, |
| WARN, |
| WARNING, |
| ) |
| 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.INFO |
|
|
|
|
| def _get_default_logging_level(): |
| """ |
| If DATASETS_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("DATASETS_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 DATASETS_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_root_logger() -> logging.Logger: |
| |
| return logging.getLogger() |
|
|
|
|
| def _configure_root_logger() -> None: |
| |
| root_logger = _get_root_logger() |
| |
| root_logger.setLevel(_get_default_logging_level()) |
|
|
|
|
| def _reset_root_logger() -> None: |
| root_logger = _get_root_logger() |
| root_logger.setLevel(logging.NOTSET) |
|
|
|
|
| def get_logger(name: Optional[str] = None) -> logging.Logger: |
| """Return a logger with the specified name. |
| This function can be used in dataset scripts. |
| """ |
| if name is None: |
| name = _get_library_name() |
| return logging.getLogger(name) |
|
|
|
|
| def get_verbosity() -> int: |
| """Return the current level for the HuggingFace datasets library's root logger. |
| Returns: |
| Logging level, e.g., `datasets.logging.DEBUG` and `datasets.logging.INFO`. |
| |
| <Tip> |
| |
| HuggingFace datasets library has following logging levels: |
| - `datasets.logging.CRITICAL`, `datasets.logging.FATAL` |
| - `datasets.logging.ERROR` |
| - `datasets.logging.WARNING`, `datasets.logging.WARN` |
| - `datasets.logging.INFO` |
| - `datasets.logging.DEBUG` |
| |
| </Tip> |
| """ |
| return _get_root_logger().getEffectiveLevel() |
|
|
|
|
| def set_verbosity(verbosity: int) -> None: |
| """Set the level for the HuggingFace Datasets library's root logger. |
| Args: |
| verbosity: |
| Logging level, e.g., `datasets.logging.DEBUG` and `datasets.logging.INFO`. |
| """ |
| _get_root_logger().setLevel(verbosity) |
|
|
|
|
| def set_verbosity_info(): |
| """Set the level for the HuggingFace datasets library's root logger to `INFO`. |
| |
| This will display most of the logging information and tqdm bars. |
| |
| Shortcut to `datasets.logging.set_verbosity(datasets.logging.INFO)`. |
| """ |
| return set_verbosity(INFO) |
|
|
|
|
| def set_verbosity_warning(): |
| """Set the level for the HuggingFace datasets library's root logger to `WARNING`. |
| |
| This will display only the warning and errors logging information and tqdm bars. |
| |
| Shortcut to `datasets.logging.set_verbosity(datasets.logging.WARNING)`. |
| """ |
| return set_verbosity(WARNING) |
|
|
|
|
| def set_verbosity_debug(): |
| """Set the level for the HuggingFace datasets library's root logger to `DEBUG`. |
| |
| This will display all the logging information and tqdm bars. |
| |
| Shortcut to `datasets.logging.set_verbosity(datasets.logging.DEBUG)`. |
| """ |
| return set_verbosity(DEBUG) |
|
|
|
|
| def set_verbosity_error(): |
| """Set the level for the HuggingFace datasets library's root logger to `ERROR`. |
| |
| This will display only the errors logging information and tqdm bars. |
| |
| Shortcut to `datasets.logging.set_verbosity(datasets.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_root_logger().propagate = False |
|
|
|
|
| def enable_propagation() -> None: |
| """Enable propagation of the library log outputs. |
| Please disable the HuggingFace datasets library's default handler to prevent double logging if the root logger has |
| been configured. |
| """ |
| _get_root_logger().propagate = True |
|
|
|
|
| |
| _configure_root_logger() |
|
|
|
|
| class EmptyTqdm: |
| """Dummy tqdm which doesn't do anything.""" |
|
|
| def __init__(self, *args, **kwargs): |
| 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): |
| 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, disable=False, **kwargs): |
| if _tqdm_active and not disable: |
| 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() |
|
|
| def __delattr__(self, attr): |
| """fix for https://github.com/huggingface/datasets/issues/6066""" |
| try: |
| del self.__dict__[attr] |
| except KeyError: |
| if attr != "_lock": |
| raise AttributeError(attr) |
|
|
|
|
| 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(): |
| """Disable tqdm progress bar.""" |
| global _tqdm_active |
| _tqdm_active = False |