clearml/trains/backend_interface/logger.py

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import logging
import sys
import threading
from ..backend_interface.task.development.worker import DevWorker
from ..backend_interface.task.log import TaskHandler
from ..config import running_remotely
class StdStreamPatch(object):
_stdout_proxy = None
_stderr_proxy = None
_stdout_original_write = None
_stderr_original_write = None
@staticmethod
def patch_std_streams(logger):
if DevWorker.report_stdout and not PrintPatchLogger.patched and not running_remotely():
StdStreamPatch._stdout_proxy = PrintPatchLogger(sys.stdout, logger, level=logging.INFO)
StdStreamPatch._stderr_proxy = PrintPatchLogger(sys.stderr, logger, level=logging.ERROR)
logger._task_handler = TaskHandler(task=logger._task, capacity=100)
# noinspection PyBroadException
try:
if StdStreamPatch._stdout_original_write is None:
StdStreamPatch._stdout_original_write = sys.stdout.write
if StdStreamPatch._stderr_original_write is None:
StdStreamPatch._stderr_original_write = sys.stderr.write
# this will only work in python 3, guard it with try/catch
if not hasattr(sys.stdout, '_original_write'):
sys.stdout._original_write = sys.stdout.write
sys.stdout.write = StdStreamPatch._stdout__patched__write__
if not hasattr(sys.stderr, '_original_write'):
sys.stderr._original_write = sys.stderr.write
sys.stderr.write = StdStreamPatch._stderr__patched__write__
except Exception:
pass
sys.stdout = StdStreamPatch._stdout_proxy
sys.stderr = StdStreamPatch._stderr_proxy
# patch the base streams of sys (this way colorama will keep its ANSI colors)
# noinspection PyBroadException
try:
sys.__stderr__ = sys.stderr
except Exception:
pass
# noinspection PyBroadException
try:
sys.__stdout__ = sys.stdout
except Exception:
pass
# now check if we have loguru and make it re-register the handlers
# because it stores internally the stream.write function, which we cant patch
# noinspection PyBroadException
try:
from loguru import logger
register_stderr = None
register_stdout = None
for k, v in logger._handlers.items():
if v._name == '<stderr>':
register_stderr = k
elif v._name == '<stdout>':
register_stderr = k
if register_stderr is not None:
logger.remove(register_stderr)
logger.add(sys.stderr)
if register_stdout is not None:
logger.remove(register_stdout)
logger.add(sys.stdout)
except Exception:
pass
elif DevWorker.report_stdout and not running_remotely():
logger._task_handler = TaskHandler(task=logger._task, capacity=100)
if StdStreamPatch._stdout_proxy:
StdStreamPatch._stdout_proxy.connect(logger)
if StdStreamPatch._stderr_proxy:
StdStreamPatch._stderr_proxy.connect(logger)
@staticmethod
def remove_std_logger(logger=None):
if isinstance(sys.stdout, PrintPatchLogger):
# noinspection PyBroadException
try:
sys.stdout.disconnect(logger)
except Exception:
pass
if isinstance(sys.stderr, PrintPatchLogger):
# noinspection PyBroadException
try:
sys.stderr.disconnect(logger)
except Exception:
pass
@staticmethod
def stdout_original_write(*args, **kwargs):
if StdStreamPatch._stdout_original_write:
StdStreamPatch._stdout_original_write(*args, **kwargs)
@staticmethod
def stderr_original_write(*args, **kwargs):
if StdStreamPatch._stderr_original_write:
StdStreamPatch._stderr_original_write(*args, **kwargs)
@staticmethod
def _stdout__patched__write__(*args, **kwargs):
if StdStreamPatch._stdout_proxy:
return StdStreamPatch._stdout_proxy.write(*args, **kwargs)
return sys.stdout._original_write(*args, **kwargs)
@staticmethod
def _stderr__patched__write__(*args, **kwargs):
if StdStreamPatch._stderr_proxy:
return StdStreamPatch._stderr_proxy.write(*args, **kwargs)
return sys.stderr._original_write(*args, **kwargs)
class PrintPatchLogger(object):
"""
Allowed patching a stream into the logger.
Used for capturing and logging stdin and stderr when running in development mode pseudo worker.
"""
patched = False
lock = threading.Lock()
recursion_protect_lock = threading.RLock()
def __init__(self, stream, logger=None, level=logging.INFO):
PrintPatchLogger.patched = True
self._terminal = stream
self._log = logger
self._log_level = level
self._cur_line = ''
def write(self, message):
# make sure that we do not end up in infinite loop (i.e. log.console ends up calling us)
if self._log and not PrintPatchLogger.recursion_protect_lock._is_owned():
try:
self.lock.acquire()
with PrintPatchLogger.recursion_protect_lock:
if hasattr(self._terminal, '_original_write'):
self._terminal._original_write(message)
else:
self._terminal.write(message)
do_flush = '\n' in message
do_cr = '\r' in message
self._cur_line += message
if (not do_flush and not do_cr) or not message:
return
last_lf = self._cur_line.rindex('\n' if do_flush else '\r')
next_line = self._cur_line[last_lf + 1:]
cur_line = self._cur_line[:last_lf + 1].rstrip()
self._cur_line = next_line
finally:
self.lock.release()
if cur_line:
with PrintPatchLogger.recursion_protect_lock:
# noinspection PyBroadException
try:
if self._log:
self._log._console(cur_line, level=self._log_level, omit_console=True)
except Exception:
# what can we do, nothing
pass
else:
if hasattr(self._terminal, '_original_write'):
self._terminal._original_write(message)
else:
self._terminal.write(message)
def connect(self, logger):
self._cur_line = ''
self._log = logger
def disconnect(self, logger=None):
# disconnect the logger only if it was registered
if not logger or self._log == logger:
self.connect(None)
def __getattr__(self, attr):
if attr in ['_log', '_terminal', '_log_level', '_cur_line']:
return self.__dict__.get(attr)
return getattr(self._terminal, attr)
def __setattr__(self, key, value):
if key in ['_log', '_terminal', '_log_level', '_cur_line']:
self.__dict__[key] = value
else:
return setattr(self._terminal, key, value)
class LogFlusher(threading.Thread):
def __init__(self, logger, period, **kwargs):
super(LogFlusher, self).__init__(**kwargs)
self.daemon = True
self._period = period
self._logger = logger
self._exit_event = threading.Event()
@property
def period(self):
return self._period
def run(self):
self._logger.flush()
# store original wait period
while True:
period = self._period
while not self._exit_event.wait(period or 1.0):
self._logger.flush()
# check if period is negative or None we should exit
if self._period is None or self._period < 0:
break
# check if period was changed, we should restart
self._exit_event.clear()
def exit(self):
self._period = None
self._exit_event.set()
def set_period(self, period):
self._period = period
# make sure we exit the previous wait
self._exit_event.set()