Source code for skll.utils.logging

# License: BSD 3 clause
Functions related to logging in SKLL.

:author: Nitin Madnani (
:organization: ETS
import logging
import re
import warnings
from functools import partial
from os.path import sep
from typing import Optional

orig_showwarning = warnings.showwarning
SKLEARN_WARNINGS_RE = re.compile(re.escape(f"{sep}sklearn{sep}"))

class MatplotlibCategoryFilter(logging.Filter):
    Class to filter out specific log records from `matplotlib.category`.

    This is useful when generating learning curves which generates unnecessary
    log records from `matplotlib.category`. For more details, see this issue:

    def filter(self, record):
        Implement the filter method.

        record : logging.LogRecord
            The log record to be filtered.
        # Check if the log record is from matplotlib.category and contains the specific message
        if (
   == "matplotlib.category"
            and "Using categorical units to plot a list of strings" in record.msg
            # filter out this record
            return False

        # allow other records through
        return True

def send_sklearn_warnings_to_logger(
    logger, message, category, filename, lineno, file=None, line=None
    Return method that sends `sklearn`-specific warnings to a logger.

    This method that can be used to replace warnings.showwarning (via `partial`,
    specifying a `logger` instance).
        logger.warning(f"{filename}:{lineno}: {category.__name__}:{message}")
        orig_showwarning(message, category, filename, lineno, file=file, line=line)

[docs]def get_skll_logger( name: str, filepath: Optional[str] = None, log_level: int = logging.INFO ) -> logging.Logger: """ Create and return logger instances appropriate for use in SKLL code. These logger instances can log to both STDERR as well as a file. This function will try to reuse any previously created logger based on the given name and filepath. Parameters ---------- name : str The name to be used for the logger. filepath : Optional[str], default=None The file to be used for the logger via a FileHandler. Default: None in which case no file is attached to the logger. log_level : int, default=logging.INFO The level for logging messages Returns ------- logger: logging.Logger A ``Logger`` instance. """ # first get the logger instance associated with the # given name if one already exists logger = logging.getLogger(name) logger.setLevel(log_level) # if we are given a file path and this existing logger doesn't already # have a file handler for this file, then add one. if filepath: def is_file_handler(handler): return isinstance(handler, logging.FileHandler) and == filepath need_file_handler = not any([is_file_handler(handler) for handler in logger.handlers]) if need_file_handler: formatter = logging.Formatter("%(asctime)s - %(levelname)s - " "%(message)s") file_handler = logging.FileHandler(filepath, mode="w") file_handler.setFormatter(formatter) file_handler.setLevel(log_level) logger.addHandler(file_handler) warnings.showwarning = partial(send_sklearn_warnings_to_logger, logger) # return the logger instance return logger
def close_and_remove_logger_handlers(logger: logging.Logger) -> None: """ Close and remove any handlers attached to a logger instance. Parameters ---------- logger : logging.Logger Logger instance """ for handler in logger.handlers[:]: handler.close() logger.removeHandler(handler)