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"""Logging utilities.""" |
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import logging |
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import os |
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from logging import ( |
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CRITICAL, |
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DEBUG, |
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ERROR, |
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FATAL, |
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INFO, |
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NOTSET, |
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WARN, |
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WARNING, |
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) |
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from typing import Optional |
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from .tqdm import ( |
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disable_progress_bar, |
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enable_progress_bar, |
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is_progress_bar_enabled, |
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tqdm, |
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) |
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log_levels = { |
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"debug": logging.DEBUG, |
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"info": logging.INFO, |
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"warning": logging.WARNING, |
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"error": logging.ERROR, |
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"critical": logging.CRITICAL, |
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} |
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_default_log_level = logging.WARNING |
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def _get_default_logging_level(): |
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""" |
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If DATASETS_VERBOSITY env var is set to one of the valid choices return that as the new default level. |
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If it is not - fall back to ``_default_log_level`` |
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""" |
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env_level_str = os.getenv("DATASETS_VERBOSITY", None) |
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if env_level_str: |
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if env_level_str in log_levels: |
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return log_levels[env_level_str] |
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else: |
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logging.getLogger().warning( |
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f"Unknown option DATASETS_VERBOSITY={env_level_str}, has to be one of: {', '.join(log_levels.keys())}" |
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) |
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return _default_log_level |
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def _get_library_name() -> str: |
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return __name__.split(".")[0] |
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def _get_library_root_logger() -> logging.Logger: |
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return logging.getLogger(_get_library_name()) |
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def _configure_library_root_logger() -> None: |
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library_root_logger = _get_library_root_logger() |
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library_root_logger.addHandler(logging.StreamHandler()) |
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library_root_logger.setLevel(_get_default_logging_level()) |
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def _reset_library_root_logger() -> None: |
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library_root_logger = _get_library_root_logger() |
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library_root_logger.setLevel(logging.NOTSET) |
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def get_logger(name: Optional[str] = None) -> logging.Logger: |
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"""Return a logger with the specified name. |
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This function can be used in dataset scripts. |
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""" |
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if name is None: |
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name = _get_library_name() |
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return logging.getLogger(name) |
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def get_verbosity() -> int: |
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"""Return the current level for the HuggingFace datasets library's root logger. |
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Returns: |
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Logging level, e.g., `datasets.logging.DEBUG` and `datasets.logging.INFO`. |
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<Tip> |
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HuggingFace datasets library has following logging levels: |
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- `datasets.logging.CRITICAL`, `datasets.logging.FATAL` |
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- `datasets.logging.ERROR` |
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- `datasets.logging.WARNING`, `datasets.logging.WARN` |
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- `datasets.logging.INFO` |
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- `datasets.logging.DEBUG` |
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</Tip> |
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""" |
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return _get_library_root_logger().getEffectiveLevel() |
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def set_verbosity(verbosity: int) -> None: |
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"""Set the level for the Hugging Face Datasets library's root logger. |
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Args: |
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verbosity: |
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Logging level, e.g., `datasets.logging.DEBUG` and `datasets.logging.INFO`. |
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""" |
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_get_library_root_logger().setLevel(verbosity) |
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def set_verbosity_info(): |
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"""Set the level for the Hugging Face datasets library's root logger to `INFO`. |
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This will display most of the logging information and tqdm bars. |
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Shortcut to `datasets.logging.set_verbosity(datasets.logging.INFO)`. |
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""" |
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return set_verbosity(INFO) |
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def set_verbosity_warning(): |
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"""Set the level for the Hugging Face datasets library's root logger to `WARNING`. |
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This will display only the warning and errors logging information and tqdm bars. |
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Shortcut to `datasets.logging.set_verbosity(datasets.logging.WARNING)`. |
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""" |
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return set_verbosity(WARNING) |
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def set_verbosity_debug(): |
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"""Set the level for the Hugging Face datasets library's root logger to `DEBUG`. |
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This will display all the logging information and tqdm bars. |
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Shortcut to `datasets.logging.set_verbosity(datasets.logging.DEBUG)`. |
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""" |
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return set_verbosity(DEBUG) |
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def set_verbosity_error(): |
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"""Set the level for the Hugging Face datasets library's root logger to `ERROR`. |
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This will display only the errors logging information and tqdm bars. |
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Shortcut to `datasets.logging.set_verbosity(datasets.logging.ERROR)`. |
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""" |
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return set_verbosity(ERROR) |
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def disable_propagation() -> None: |
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"""Disable propagation of the library log outputs. |
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Note that log propagation is disabled by default. |
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""" |
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_get_library_root_logger().propagate = False |
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def enable_propagation() -> None: |
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"""Enable propagation of the library log outputs. |
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Please disable the Hugging Face datasets library's default handler to prevent double logging if the root logger has |
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been configured. |
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""" |
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_get_library_root_logger().propagate = True |
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_configure_library_root_logger() |
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