|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
from __future__ import annotations |
|
|
|
|
|
import logging |
|
|
import os |
|
|
from typing import TYPE_CHECKING |
|
|
|
|
|
from monai.config import IgniteInfo |
|
|
from monai.utils import min_version, optional_import |
|
|
|
|
|
Events, _ = optional_import("ignite.engine", IgniteInfo.OPT_IMPORT_VERSION, min_version, "Events") |
|
|
if TYPE_CHECKING: |
|
|
from ignite.engine import Engine |
|
|
else: |
|
|
Engine, _ = optional_import("ignite.engine", IgniteInfo.OPT_IMPORT_VERSION, min_version, "Engine") |
|
|
|
|
|
__all__ = ["LogfileHandler"] |
|
|
|
|
|
|
|
|
class LogfileHandler: |
|
|
""" |
|
|
Adds a `logging.FileHandler` to the attached engine's logger when the start event occurs and removes it again when |
|
|
then completed event occurs. |
|
|
|
|
|
A handler is needed to remove `FileHandler` object when the complete event occurs so that further runs of different |
|
|
engines write only to the log files they should, rather than previous files. Multiple handlers can write to the same |
|
|
file which allows output from train and evaluation engine objects to be condensed in one file. If the given output |
|
|
directory doesn't exist it will by default be created when the start event occurs. This can be used in conjunction |
|
|
with `CheckpointSaver` to save a log file to the same destination as the saved checkpoints. Since the handler is |
|
|
added possibly after other logging events during initialisation, not all logging data will be retained. |
|
|
|
|
|
Args: |
|
|
output_dir: directory to save the log file to |
|
|
filename: name of the file to save log to |
|
|
loglevel: log level for the handler |
|
|
formatter: format string for the `logging.Formatter` set for the handler |
|
|
create_dir: if True, create `output_dir` if it doesn't exist |
|
|
""" |
|
|
|
|
|
def __init__( |
|
|
self, |
|
|
output_dir: str, |
|
|
filename: str = "log.txt", |
|
|
loglevel: int = logging.INFO, |
|
|
formatter: str = "%(asctime)s %(name)s %(levelname)s: %(message)s", |
|
|
create_dir: bool = True, |
|
|
): |
|
|
self.output_dir: str = output_dir |
|
|
self.filename: str = filename |
|
|
self.loglevel: int = loglevel |
|
|
self.formatter: str = formatter |
|
|
self.create_dir: bool = create_dir |
|
|
self.logger: logging.Logger | None = None |
|
|
self.handler: logging.FileHandler | None = None |
|
|
|
|
|
def attach(self, engine: Engine) -> None: |
|
|
self.logger = engine.logger |
|
|
engine.add_event_handler(Events.STARTED, self._start) |
|
|
engine.add_event_handler(Events.COMPLETED, self._completed) |
|
|
|
|
|
def _start(self, engine: Engine) -> None: |
|
|
if self.create_dir and not os.path.exists(self.output_dir): |
|
|
os.makedirs(self.output_dir, exist_ok=True) |
|
|
|
|
|
self.handler = logging.FileHandler(os.path.join(self.output_dir, self.filename)) |
|
|
self.handler.setLevel(self.loglevel) |
|
|
self.handler.setFormatter(logging.Formatter(self.formatter)) |
|
|
|
|
|
if self.logger is not None: |
|
|
self.logger.addHandler(self.handler) |
|
|
else: |
|
|
raise AttributeError("`self.logger` must not be None in start event") |
|
|
|
|
|
def _completed(self, engine: Engine) -> None: |
|
|
if self.logger is not None and self.handler is not None: |
|
|
self.logger.removeHandler(self.handler) |
|
|
self.handler.close() |
|
|
else: |
|
|
raise AttributeError("`self.logger` and `self.handler` must not be None in complete event") |
|
|
|
|
|
self.handler = None |
|
|
|