最近有個需求是把以前字符串輸出的log 改為json 格式,看了別人的例子,還是有些比較茫然,索性就把logging 整個翻了一邊,做點小總結.
初看log
在程序中, log 的用處寫代碼的你用你知道,log 有等級,DEBUG, INFO,...之類,還會記錄時間,log 發(fā)生的位置,在Python 中用的多的就是logging 這個標準庫中的包了.當打log 的時候究竟發(fā)生了什么? 是如何把不同級別的log 輸出到不同文件里,還能在控制臺輸出.......
最簡單的用法
import logging
logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.DEBUG)
logging.debug('This message should go to the log file')
logging.info('So should this')
logging.warning('And this, too')
1,第一行導入包 2,第二行利用basicConfig 對輸出的格式,和輸出級別做了限制 3, 后面分別輸出了三條不同級別的 log
Logging Levels

共有幾個等級, 每個等級對應一個Int 型整數(shù) ,每個等級都會有一個方法與之對應,這樣輸出的內容就有了不同的等級.
logger 流程,

整個過程,還是不是很詳細,貼個圖吧, 現(xiàn)在看還太早,也說不清真?zhèn)€過程到底發(fā)生了什么,先放著,回頭來看會比較好懂. loger flow
讀代碼
代碼結構
logging 在源碼中有三個文件,結構如下:
├── config.py
├── handlers.py
└── __init__.py
_int.py中實現(xiàn)了基礎功能,主要的邏輯就在這個文件中 handlers.py 是一些Handlers (用處后面會明白)用起來很方便的. config.py 是對配置做處理的方法.
objects
LogRecord Objects
每一次log 都會實例化一個Record 對象,這個對象有很多屬性,最后對LogRecord 做一下format 就輸出了,格式化的log ,里面就基本就是這個對象的屬性了。
class LogRecord(object): def __init__(self, name, level, pathname, lineno, msg, args, exc_info, func=None): ct = time.time() self.name = name self.msg = msg if (args and len(args) == 1 and isinstance(args[0], collections.Mapping) and args[0]): args = args[0] self.args = args self.levelname = getLevelName(level) self.levelno = level self.pathname = pathname try: self.filename = os.path.basename(pathname) self.module = os.path.splitext(self.filename)[0] except (TypeError, ValueError, AttributeError): self.filename = pathname self.module = "Unknown module" self.exc_info = exc_info self.exc_text = None # used to cache the traceback text self.lineno = lineno self.funcName = func self.created = ct self.msecs = (ct - long(ct)) * 1000 self.relativeCreated = (self.created - _startTime) * 1000 if logThreads and thread: self.thread = thread.get_ident() self.threadName = threading.current_thread().name else: self.thread = None self.threadName = None if not logMultiprocessing: self.processName = None else: self.processName = 'MainProcess' mp = sys.modules.get('multiprocessing') if mp is not None: try: self.processName = mp.current_process().name except StandardError: pass if logProcesses and hasattr(os, 'getpid'): self.process = os.getpid() else: self.process = None def __str__(self): return '<LogRecord: %s, %s, %s, %s, "%s">'%(self.name, self.levelno, self.pathname, self.lineno, self.msg) def getMessage(self): pass 看代碼就發(fā)現(xiàn), 這個類沒做什么事情,就是一個model 而已, 有一個得到msg 的方法
Formatter Objects
Formatter 就是對Record 專門格式化的對象,它有一個format 方法,我們實現(xiàn)這個方法就能 做到不同的輸出,我的需求是做json 格式的log 其實關鍵就在寫一個Formatter 就好了
class Formatter(object): converter = time.localtime def __init__(self, fmt=None, datefmt=None): if fmt: self._fmt = fmt else: self._fmt = "%(message)s" self.datefmt = datefmt def formatTime(self, record, datefmt=None): pass def formatException(self, ei): pass def usesTime(self): return self._fmt.find("%(asctime)") >= 0 def format(self, record): pass 刪掉源代碼中的實現(xiàn)細節(jié),這個類里面主要的是format 方法,這是默認最基本的Formater ,還有專門對exception ,時間做格式化的方法。具體是哪個,看方法名就很清楚了,具體每個方法怎么實現(xiàn)的,一眼也就懂了。fmt 是制定格式化的,具體怎么指定在最基礎的用法中就有例子,datefmt 是對時間格式的指定。
Filter Objects
這個類是Logger 和Handler 的基類,主要有一個Filter 方法,和一個filters 屬性
Handler Objects
叫Handler 的類還真的不少,在SocketServer 中也有看到,具體的功能都在Handler 中.在這里,組合所有的Formatter ,和控制log 的輸出的方向,繼承自Filter.
def __init__(self, level=NOTSET): Filterer.__init__(self) self._name = None self.level = _checkLevel(level) self.formatter = None _addHandlerRef(self) self.createLock()
在init方法中看到,Handler 也有一個屬性,通過把自身的屬性和LogRecord 的level對比來決定是否處理這個LogRecord 的。每個Handler 都有一個Formatter 屬性,其實就是上面介紹的Formatter 。Handler 就是來控制LogRecord 和Formatter 的,它還可以控制輸出的方式,在后面會有,StreamHandler,FileHandler等。通過名稱也就能明白具體能干什么,這就是編程取名的智慧。
Logger Objects
這個類通常會通過getLogger()或者getLogger(name)來得到,不會直接new 一個出來.它會有info(msg, *args, kwargs) ,warn(msg, args, *kwargs)等方法,
def __init__(self, name, level=NOTSET): Filterer.__init__(self) self.name = name self.level = _checkLevel(level) self.parent = Noneou self.handlers = [] self.disabled = 0
從init方法中能看到handlers 屬性,這是一個list ,每個LogRecord 通過Handlers 不同的handlers 就能以不同的格式輸出到不同的地方了。每個Logger 可以通過addHandler(hdlr)方法來添加各種Handler, 知道這些你就基本可以隨意定制化了 下面就是我實現(xiàn)的json 格式的Formater,支持控制臺顏色變化,當然前提是你的控制終端支持(Ubuntu14.04測試通過)
import reimport loggingimport socketimport jsonimport tracebackimport datetimeimport timetry: from collections import OrderedDictexcept ImportError: passRESERVED_ATTRS = ( 'args', 'asctime', 'created', 'exc_info', 'exc_text', 'filename', 'funcName', 'levelname', 'levelno', 'lineno', 'module', 'msecs', 'message', 'msg', 'name', 'pathname', 'process', 'processName', 'relativeCreated', 'stack_info', 'thread', 'threadName')RESERVED_ATTR_HASH = dict(zip(RESERVED_ATTRS, RESERVED_ATTRS))COLORS ={ 'HEADER' : '/033[95m', 'INFO' : '/033[94m', 'DEBUG' : '/033[92m', 'WARNING' : '/033[93m', 'ERROR' : '/033[91m', 'ENDC' : '/033[0m',}def merge_record_extra(record, target, reserved=RESERVED_ATTR_HASH): for key, value in record.__dict__.items(): if (key not in reserved and not (hasattr(key, "startswith") and key.startswith('_'))): target[key] = value return targetdef get_host_info(): host_name = '' local_ip = '' try: host_name = socket.gethostname() local_ip = socket.gethostbyname(host_name) except Exception, e: pass return host_name, local_ipclass JsonFormatterBase(logging.Formatter): def __init__(self, *args, **kwargs): logging.Formatter.__init__(self, *args, **kwargs) self._required_fields = self.parse() self._skip_fields = dict(zip(self._required_fields,self._required_fields)) self._skip_fields.update(RESERVED_ATTR_HASH) def parse(self): standard_formatters = re.compile(r'/((.+?)/)', re.IGNORECASE) return standard_formatters.findall(self._fmt) def add_fields(self, record ): log_record = {} for field in self._required_fields: log_record[field] = record.__dict__.get(field) host_name , local_ip = get_host_info() log_record[u'@hostName'] = host_name log_record[u'@localIp'] = local_ip return log_record #merge_record_extra(record, log_record, reserved=self._skip_fields) def process_log_record(self, log_record): """ Override this method to implement custom logic on the possibly ordered dictionary. """ try: new_record = OrderedDict() except Exception, e: return log_record key_list = [ 'asctime', 'levelname', '@hostName', '@localIp', 'threadName', 'thread', 'name', 'pathname', 'lineno', 'message', ] for k in key_list: new_record[k] = log_record.get(k) new_record.update(log_record) return new_record def jsonify_log_record(self, log_record): """Returns a json string of the log record.""" return json.dumps(log_record, ensure_ascii=False) def format_col(self, message_str, level_name): """ 是否需要顏色 """ return message_str def formatTime(self, record, datefmt=None): ct = self.converter(record.created) if datefmt: s = time.strftime(datefmt, ct) else: t = time.strftime("%Y-%m-%d %H:%M:%S", ct) s = "%s.%03d" % (t, record.msecs) return s def format(self, record): if isinstance(record.msg, dict): record.message = record.msg elif isinstance(record.msg, list) or isinstance(record.msg, tuple): record.message = record.msg elif isinstance(record.msg, basestring): record.message = record.getMessage().split('/n') elif isinstance(record.msg, Exception): record.message = traceback.format_exc(record.msg).split('/n') else : record.message = repr(record.msg) if "asctime" in self._required_fields: record.asctime = self.formatTime(record, self.datefmt) # # if record.exc_info and not message_dict.get('exc_info'): # message_dict['message'] = traceback.format_exception(*record.exc_info) log_record = self.add_fields(record) log_record = self.process_log_record(log_record) message_str = self.jsonify_log_record(log_record) message_str = self.format_col(message_str, level_name=record.levelname) return message_strclass ConsoleFormater(JsonFormatterBase): def __init__(self, *args, **kwargs): JsonFormatterBase.__init__(self, *args, **kwargs) def format_col(self, message_str, level_name): if level_name in COLORS.keys(): message_str = COLORS.get(level_name) + message_str + COLORS.get('ENDC') return message_str def jsonify_log_record(self, log_record): return json.dumps(log_record, ensure_ascii=False, indent=4)class JsonFileFormater(JsonFormatterBase): def __init__(self, *args, **kewars): JsonFormatterBase.__init__(self, *args, **kewars) def jsonify_log_record(self, log_record): return json.dumps(log_record, ensure_ascii=False) 配置
很多時候我們并不是這樣自己去實現(xiàn)一些Handler ,F(xiàn)ormater ,之類的代碼,用logging 提供的config 就能做到了,如何寫config下面舉個例子解釋下,
SC_LOGGING_CONF = { "version": 1, "disable_existing_loggers": False, "formatters": { "simple": { "format": "%(asctime)s [%(levelname)s] [%(threadName)s:%(thread)d] [%(name)s:%(lineno)d] - %(message)s" } }, "handlers": { "console": { "class": "logging.StreamHandler", "level": "DEBUG", "formatter": "simple", "stream": "ext://sys.stdout" }, "info_file_handler": { "class": "logging.handlers.RotatingFileHandler", "level": "INFO", "formatter": "simple", "filename": PATH + "info-" + date.today().isoformat() + ".log", "maxBytes": 10485760, "backupCount": 20, "encoding": "utf8" }, "error_file_handler": { "class": "logging.handlers.RotatingFileHandler", "level": "ERROR", "formatter": "simple", "filename": PATH + "errors-" + date.today().isoformat() + ".log", "maxBytes": 10485760, "backupCount": 20, "encoding": "utf8" } }, "": { "level": "INFO", "handlers": ["console", "info_file_handler", "error_file_handler"] } }} 首先定義了一個formater 叫simaple , 然后定義了三個Handler ,分別是輸出到控制臺,輸出到文件和info,error的。
logging.config.dictConfig(CONFIG.SC_LOGGING_CONF)
通過這句就能讓這些配置產生效果了,這也是config.py做的事情,不需要寫很多代碼也能定制個性化的log.。
以上就是本文的全部內容,希望對大家的學習有所幫助。



















