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"""
Logger Utils
Modified from mmcv
Author: Xiaoyang Wu ([email protected])
Please cite our work if the code is helpful to you.
"""
import logging
import torch
import torch.distributed as dist
from termcolor import colored
logger_initialized = {}
root_status = 0
class _ColorfulFormatter(logging.Formatter):
def __init__(self, *args, **kwargs):
self._root_name = kwargs.pop("root_name") + "."
super(_ColorfulFormatter, self).__init__(*args, **kwargs)
def formatMessage(self, record):
log = super(_ColorfulFormatter, self).formatMessage(record)
if record.levelno == logging.WARNING:
prefix = colored("WARNING", "red", attrs=["blink"])
elif record.levelno == logging.ERROR or record.levelno == logging.CRITICAL:
prefix = colored("ERROR", "red", attrs=["blink", "underline"])
else:
return log
return prefix + " " + log
def get_logger(name, log_file=None, log_level=logging.INFO, file_mode="a", color=False):
"""Initialize and get a logger by name.
If the logger has not been initialized, this method will initialize the
logger by adding one or two handlers, otherwise the initialized logger will
be directly returned. During initialization, a StreamHandler will always be
added. If `log_file` is specified and the process rank is 0, a FileHandler
will also be added.
Args:
name (str): Logger name.
log_file (str | None): The log filename. If specified, a FileHandler
will be added to the logger.
log_level (int): The logger level. Note that only the process of
rank 0 is affected, and other processes will set the level to
"Error" thus be silent most of the time.
file_mode (str): The file mode used in opening log file.
Defaults to 'a'.
color (bool): Colorful log output. Defaults to True
Returns:
logging.Logger: The expected logger.
"""
logger = logging.getLogger(name)
if name in logger_initialized:
return logger
# handle hierarchical names
# e.g., logger "a" is initialized, then logger "a.b" will skip the
# initialization since it is a child of "a".
for logger_name in logger_initialized:
if name.startswith(logger_name):
return logger
logger.propagate = False
stream_handler = logging.StreamHandler()
handlers = [stream_handler]
if dist.is_available() and dist.is_initialized():
rank = dist.get_rank()
else:
rank = 0
# only rank 0 will add a FileHandler
if rank == 0 and log_file is not None:
# Here, the default behaviour of the official logger is 'a'. Thus, we
# provide an interface to change the file mode to the default
# behaviour.
file_handler = logging.FileHandler(log_file, file_mode)
handlers.append(file_handler)
plain_formatter = logging.Formatter(
"[%(asctime)s %(levelname)s %(filename)s line %(lineno)d %(process)d] %(message)s"
)
if color:
formatter = _ColorfulFormatter(
colored("[%(asctime)s %(name)s]: ", "green") + "%(message)s",
datefmt="%m/%d %H:%M:%S",
root_name=name,
)
else:
formatter = plain_formatter
for handler in handlers:
handler.setFormatter(formatter)
handler.setLevel(log_level)
logger.addHandler(handler)
if rank == 0:
logger.setLevel(log_level)
else:
logger.setLevel(logging.ERROR)
logger_initialized[name] = True
return logger
def print_log(msg, logger=None, level=logging.INFO):
"""Print a log message.
Args:
msg (str): The message to be logged.
logger (logging.Logger | str | None): The logger to be used.
Some special loggers are:
- "silent": no message will be printed.
- other str: the logger obtained with `get_root_logger(logger)`.
- None: The `print()` method will be used to print log messages.
level (int): Logging level. Only available when `logger` is a Logger
object or "root".
"""
if logger is None:
print(msg)
elif isinstance(logger, logging.Logger):
logger.log(level, msg)
elif logger == "silent":
pass
elif isinstance(logger, str):
_logger = get_logger(logger)
_logger.log(level, msg)
else:
raise TypeError(
"logger should be either a logging.Logger object, str, "
f'"silent" or None, but got {type(logger)}'
)
def get_root_logger(log_file=None, log_level=logging.INFO, file_mode="a"):
"""Get the root logger.
The logger will be initialized if it has not been initialized. By default a
StreamHandler will be added. If `log_file` is specified, a FileHandler will
also be added. The name of the root logger is the top-level package name.
Args:
log_file (str | None): The log filename. If specified, a FileHandler
will be added to the root logger.
log_level (int): The root logger level. Note that only the process of
rank 0 is affected, while other processes will set the level to
"Error" and be silent most of the time.
file_mode (str): File Mode of logger. (w or a)
Returns:
logging.Logger: The root logger.
"""
logger = get_logger(
name="pointcept", log_file=log_file, log_level=log_level, file_mode=file_mode
)
return logger
def _log_api_usage(identifier: str):
"""
Internal function used to log the usage of different detectron2 components
inside facebook's infra.
"""
torch._C._log_api_usage_once("pointcept." + identifier)