如何在 Python 中实现多处理感知日志记录
Python 中的多处理允许创建独立运行的多个进程。但是,访问日志文件等共享资源可能会变得复杂,因为多个进程可能会尝试同时写入这些资源。
为了避免此问题,Python 多处理模块提供了模块级多处理感知日志记录功能。这使得记录器能够通过确保一次只有一个进程写入特定文件描述符来防止日志消息出现乱码。
但是,框架内的现有模块可能不支持多处理感知,从而导致需要寻求替代解决方案。一种方法涉及创建一个自定义日志处理程序,通过管道将日志消息发送到父进程。
下面提供了此方法的实现:
from logging.handlers import RotatingFileHandler import multiprocessing, threading, logging, sys, traceback class MultiProcessingLog(logging.Handler): def __init__(self, name, mode, maxsize, rotate): logging.Handler.__init__(self) # Set up the file handler for the parent process self._handler = RotatingFileHandler(name, mode, maxsize, rotate) # Create a queue to receive log messages from child processes self.queue = multiprocessing.Queue(-1) # Start a thread in the parent process to receive and log messages t = threading.Thread(target=self.receive) t.daemon = True t.start() def receive(self): while True: try: # Get a log record from the queue record = self.queue.get() # Log the record using the parent process's file handler self._handler.emit(record) # Exit the thread if an exception is raised except (KeyboardInterrupt, SystemExit): raise except EOFError: break except: traceback.print_exc(file=sys.stderr) def send(self, s): # Put the log record into the queue for the receiving thread self.queue.put_nowait(s) def _format_record(self, record): # Stringify any objects in the record to ensure that they can be sent over the pipe if record.args: record.msg = record.msg % record.args record.args = None if record.exc_info: dummy = self.format(record) record.exc_info = None return record def emit(self, record): try: # Format and send the log record through the pipe s = self._format_record(record) self.send(s) except (KeyboardInterrupt, SystemExit): raise except: self.handleError(record) def close(self): # Close the file handler and the handler itself self._handler.close() logging.Handler.close(self)
此自定义日志处理程序允许框架内的模块使用标准日志记录实践,而无需本身具有多处理意识。日志消息通过管道从子进程发送到父进程,确保日志消息不乱码并正确写入日志文件。
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