mirror of
https://github.com/clearml/clearml
synced 2025-06-26 18:16:07 +00:00
Initial beta version
This commit is contained in:
4
trains/debugging/__init__.py
Normal file
4
trains/debugging/__init__.py
Normal file
@@ -0,0 +1,4 @@
|
||||
""" Debugging module """
|
||||
from .timer import Timer
|
||||
from .log import get_logger, get_null_logger, TqdmLog, add_options as add_log_options, \
|
||||
apply_args as parse_log_args, add_rotating_file_handler, add_time_rotating_file_handler
|
||||
181
trains/debugging/log.py
Normal file
181
trains/debugging/log.py
Normal file
@@ -0,0 +1,181 @@
|
||||
""" Logging convenience functions and wrappers """
|
||||
import inspect
|
||||
import logging
|
||||
import logging.handlers
|
||||
import os
|
||||
import sys
|
||||
from platform import system
|
||||
|
||||
import colorama
|
||||
from ..config import config, get_log_redirect_level
|
||||
from coloredlogs import ColoredFormatter
|
||||
from pathlib2 import Path
|
||||
from six import BytesIO
|
||||
from tqdm import tqdm
|
||||
|
||||
default_level = logging.INFO
|
||||
|
||||
|
||||
class _LevelRangeFilter(logging.Filter):
|
||||
|
||||
def __init__(self, min_level, max_level, name=''):
|
||||
super(_LevelRangeFilter, self).__init__(name)
|
||||
self.min_level = min_level
|
||||
self.max_level = max_level
|
||||
|
||||
def filter(self, record):
|
||||
return self.min_level <= record.levelno <= self.max_level
|
||||
|
||||
|
||||
class LoggerRoot(object):
|
||||
__base_logger = None
|
||||
|
||||
@classmethod
|
||||
def _make_stream_handler(cls, level=None, stream=sys.stdout, colored=False):
|
||||
ch = logging.StreamHandler(stream=stream)
|
||||
ch.setLevel(level)
|
||||
if colored:
|
||||
colorama.init()
|
||||
formatter = ColoredFormatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
|
||||
else:
|
||||
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
|
||||
ch.setFormatter(formatter)
|
||||
return ch
|
||||
|
||||
@classmethod
|
||||
def get_base_logger(cls, level=None, stream=sys.stdout, colored=False):
|
||||
if LoggerRoot.__base_logger:
|
||||
return LoggerRoot.__base_logger
|
||||
LoggerRoot.__base_logger = logging.getLogger('trains')
|
||||
level = level if level is not None else default_level
|
||||
LoggerRoot.__base_logger.setLevel(level)
|
||||
|
||||
redirect_level = get_log_redirect_level()
|
||||
|
||||
# Do not redirect to stderr if the target stream is already stderr
|
||||
if redirect_level is not None and stream not in (None, sys.stderr):
|
||||
# Adjust redirect level in case requested level is higher (e.g. logger is requested for CRITICAL
|
||||
# and redirect is set for ERROR, in which case we redirect from CRITICAL)
|
||||
redirect_level = max(level, redirect_level)
|
||||
LoggerRoot.__base_logger.addHandler(
|
||||
cls._make_stream_handler(redirect_level, sys.stderr, colored)
|
||||
)
|
||||
|
||||
if level < redirect_level:
|
||||
# Not all levels were redirected, remaining should be sent to requested stream
|
||||
handler = cls._make_stream_handler(level, stream, colored)
|
||||
handler.addFilter(_LevelRangeFilter(min_level=level, max_level=redirect_level - 1))
|
||||
LoggerRoot.__base_logger.addHandler(handler)
|
||||
else:
|
||||
LoggerRoot.__base_logger.addHandler(
|
||||
cls._make_stream_handler(level, stream, colored)
|
||||
)
|
||||
|
||||
LoggerRoot.__base_logger.propagate = False
|
||||
return LoggerRoot.__base_logger
|
||||
|
||||
@classmethod
|
||||
def flush(cls):
|
||||
if LoggerRoot.__base_logger:
|
||||
for h in LoggerRoot.__base_logger.handlers:
|
||||
h.flush()
|
||||
|
||||
|
||||
def add_options(parser):
|
||||
""" Add logging options to an argparse.ArgumentParser object """
|
||||
level = logging.getLevelName(default_level)
|
||||
parser.add_argument(
|
||||
'--log-level', '-l', default=level, help='Log level (default is %s)' % level)
|
||||
|
||||
|
||||
def apply_args(args):
|
||||
""" Apply logging args from an argparse.ArgumentParser parsed args """
|
||||
global default_level
|
||||
default_level = logging.getLevelName(args.log_level.upper())
|
||||
|
||||
|
||||
def get_logger(path=None, level=None, stream=None, colored=False):
|
||||
""" Get a python logging object named using the provided filename and preconfigured with a color-formatted
|
||||
stream handler
|
||||
"""
|
||||
path = path or os.path.abspath((inspect.stack()[1])[1])
|
||||
root_log = LoggerRoot.get_base_logger(level=default_level, stream=sys.stdout, colored=colored)
|
||||
log = root_log.getChild(Path(path).stem)
|
||||
level = level if level is not None else root_log.level
|
||||
log.setLevel(level)
|
||||
if stream:
|
||||
ch = logging.StreamHandler(stream=stream)
|
||||
ch.setLevel(level)
|
||||
log.propagate = True
|
||||
return log
|
||||
|
||||
|
||||
def _add_file_handler(logger, log_dir, fh, formatter=None):
|
||||
""" Adds a file handler to a logger """
|
||||
Path(log_dir).mkdir(parents=True, exist_ok=True)
|
||||
if not formatter:
|
||||
log_format = '%(asctime)s %(name)s x_x[%(levelname)s] %(message)s'
|
||||
formatter = logging.Formatter(log_format)
|
||||
fh.setFormatter(formatter)
|
||||
logger.addHandler(fh)
|
||||
|
||||
|
||||
def add_rotating_file_handler(logger, log_dir, log_file_prefix, max_bytes=10 * 1024 * 1024, backup_count=20,
|
||||
formatter=None):
|
||||
""" Create and add a rotating file handler to a logger """
|
||||
fh = logging.handlers.RotatingFileHandler(
|
||||
str(Path(log_dir) / ('%s.log' % log_file_prefix)), maxBytes=max_bytes, backupCount=backup_count)
|
||||
_add_file_handler(logger, log_dir, fh, formatter)
|
||||
|
||||
|
||||
def add_time_rotating_file_handler(logger, log_dir, log_file_prefix, when='midnight', formatter=None):
|
||||
"""
|
||||
Create and add a time rotating file handler to a logger.
|
||||
Possible values for when are 'midnight', weekdays ('w0'-'W6', when 0 is Monday), and 's', 'm', 'h' amd 'd' for
|
||||
seconds, minutes, hours and days respectively (case-insensitive)
|
||||
"""
|
||||
fh = logging.handlers.TimedRotatingFileHandler(
|
||||
str(Path(log_dir) / ('%s.log' % log_file_prefix)), when=when)
|
||||
_add_file_handler(logger, log_dir, fh, formatter)
|
||||
|
||||
|
||||
def get_null_logger(name=None):
|
||||
""" Get a logger with a null handler """
|
||||
log = logging.getLogger(name if name else 'null')
|
||||
if not log.handlers:
|
||||
log.addHandler(logging.NullHandler())
|
||||
log.propagate = config.get("log.null_log_propagate", False)
|
||||
return log
|
||||
|
||||
|
||||
class TqdmLog(object):
|
||||
""" Tqdm (progressbar) wrapped logging class """
|
||||
|
||||
class _TqdmIO(BytesIO):
|
||||
""" IO wrapper class for Tqdm """
|
||||
|
||||
def __init__(self, level=20, logger=None, *args, **kwargs):
|
||||
self._log = logger or get_null_logger()
|
||||
self._level = level
|
||||
BytesIO.__init__(self, *args, **kwargs)
|
||||
|
||||
def write(self, buf):
|
||||
self._buf = buf.strip('\r\n\t ')
|
||||
|
||||
def flush(self):
|
||||
self._log.log(self._level, self._buf)
|
||||
|
||||
def __init__(self, total, desc='', log_level=20, ascii=False, logger=None, smoothing=0, mininterval=5, initial=0):
|
||||
self._io = self._TqdmIO(level=log_level, logger=logger)
|
||||
self._tqdm = tqdm(total=total, desc=desc, file=self._io, ascii=ascii if not system() == 'Windows' else True,
|
||||
smoothing=smoothing,
|
||||
mininterval=mininterval, initial=initial)
|
||||
|
||||
def update(self, n=None):
|
||||
if n is not None:
|
||||
self._tqdm.update(n=n)
|
||||
else:
|
||||
self._tqdm.update()
|
||||
|
||||
def close(self):
|
||||
self._tqdm.close()
|
||||
112
trains/debugging/timer.py
Normal file
112
trains/debugging/timer.py
Normal file
@@ -0,0 +1,112 @@
|
||||
""" Timing support """
|
||||
import sys
|
||||
import time
|
||||
|
||||
import six
|
||||
|
||||
|
||||
class Timer(object):
|
||||
"""A class implementing a simple timer, with a reset option """
|
||||
|
||||
def __init__(self):
|
||||
self._start_time = 0.
|
||||
self._diff = 0.
|
||||
self._total_time = 0.
|
||||
self._average_time = 0.
|
||||
self._calls = 0
|
||||
self.tic()
|
||||
|
||||
def reset(self):
|
||||
self._start_time = 0.
|
||||
self._diff = 0.
|
||||
self.reset_average()
|
||||
|
||||
def reset_average(self):
|
||||
""" Reset average counters (does not change current timer) """
|
||||
self._total_time = 0
|
||||
self._average_time = 0
|
||||
self._calls = 0
|
||||
|
||||
def tic(self):
|
||||
try:
|
||||
# using time.time instead of time.clock because time time.clock
|
||||
# does not normalize for multi threading
|
||||
self._start_time = time.time()
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
def toc(self, average=True):
|
||||
self._diff = time.time() - self._start_time
|
||||
self._total_time += self._diff
|
||||
self._calls += 1
|
||||
self._average_time = self._total_time / self._calls
|
||||
if average:
|
||||
return self._average_time
|
||||
else:
|
||||
return self._diff
|
||||
|
||||
@property
|
||||
def average_time(self):
|
||||
return self._average_time
|
||||
|
||||
@property
|
||||
def total_time(self):
|
||||
return self._total_time
|
||||
|
||||
def toc_with_reset(self, average=True, reset_if_calls=1000):
|
||||
""" Enable toc with reset (slightly inaccurate if reset event occurs) """
|
||||
if self._calls > reset_if_calls:
|
||||
last_diff = time.time() - self._start_time
|
||||
self._start_time = time.time()
|
||||
self._total_time = last_diff
|
||||
self._average_time = 0
|
||||
self._calls = 0
|
||||
|
||||
return self.toc(average=average)
|
||||
|
||||
|
||||
class TimersMixin(object):
|
||||
def __init__(self):
|
||||
self._timers = {}
|
||||
|
||||
def add_timers(self, *names):
|
||||
for name in names:
|
||||
self.add_timer(name)
|
||||
|
||||
def add_timer(self, name, timer=None):
|
||||
if name in self._timers:
|
||||
raise ValueError('timer %s already exists' % name)
|
||||
timer = timer or Timer()
|
||||
self._timers[name] = timer
|
||||
return timer
|
||||
|
||||
def get_timer(self, name, default=None):
|
||||
return self._timers.get(name, default)
|
||||
|
||||
def get_timers(self):
|
||||
return self._timers
|
||||
|
||||
def _call_timer(self, name, callable, silent_fail=False):
|
||||
try:
|
||||
return callable(self._timers[name])
|
||||
except KeyError:
|
||||
if not silent_fail:
|
||||
six.reraise(*sys.exc_info())
|
||||
|
||||
def reset_timers(self, *names):
|
||||
for name in names:
|
||||
self._call_timer(name, lambda t: t.reset())
|
||||
|
||||
def reset_average_timers(self, *names):
|
||||
for name in names:
|
||||
self._call_timer(name, lambda t: t.reset_average())
|
||||
|
||||
def tic_timers(self, *names):
|
||||
for name in names:
|
||||
self._call_timer(name, lambda t: t.tic())
|
||||
|
||||
def toc_timers(self, *names):
|
||||
return [self._call_timer(name, lambda t: t.toc()) for name in names]
|
||||
|
||||
def toc_with_reset_timer(self, name, average=True, reset_if_calls=1000):
|
||||
return self._call_timer(name, lambda t: t.toc_with_reset(average, reset_if_calls))
|
||||
Reference in New Issue
Block a user