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# 15.7. `logging` — Logging facility for Python

This module defines functions and classes which implement a flexible event logging system for applications and libraries.

The key benefit of having the logging API provided by a standard library module is that all Python modules can participate in logging, so your application log can include your own messages integrated with messages from third-party modules.

The module provides a lot of functionality and flexibility. If you are unfamiliar with logging, the best way to get to grips with it is to see the tutorials (see the links on the right).

The basic classes defined by the module, together with their functions, are listed below.

- Loggers expose the interface that application code directly uses.
- Handlers send the log records (created by loggers) to the appropriate destination.
- Filters provide a finer grained facility for determining which log records to output.
- Formatters specify the layout of log records in the final output.

## 15.7.1. Logger Objects

Loggers have the following attributes and methods. Note that Loggers are never instantiated directly, but always through the module-level function `logging.getLogger(name)`.

class `logging.``Logger`

`Logger.``propagate`

  If this evaluates to true, logging messages are passed by this logger and by its child loggers to the handlers of higher level (ancestor) loggers. Messages are passed directly to the ancestor loggers’ handlers - neither the level nor filters of the ancestor loggers in question are considered.

  If this evaluates to false, logging messages are not passed to the handlers of ancestor loggers.

  The constructor sets this attribute to `True`.

`Logger.``setLevel`(lvl)

  Sets the threshold for this logger to lvl. Logging messages which are less severe than lvl will be ignored. When a logger is created, the level is set to `NOTSET` (which causes all messages to be processed when the logger is the root logger, or delegation to the parent when the logger is a non-root logger). Note that the root logger is created with level `WARNING`.

  The term ‘delegation to the parent’ means that if a logger has a level of NOTSET, its chain of ancestor loggers is traversed until either an ancestor with a level other than NOTSET is found, or the root is reached.

  If an ancestor is found with a level other than NOTSET, then that ancestor’s level is treated as the effective level of the logger where the ancestor search began, and is used to determine how a logging event is handled.

  If the root is reached, and it has a level of NOTSET, then all messages will be processed. Otherwise, the root’s level will be used as the effective level.

  Changed in version 3.2: The lvl parameter now accepts a string representation of the level such as ‘INFO’ as an alternative to the integer constants such as `INFO`.

`Logger.``isEnabledFor`(lvl)

  Indicates if a message of severity lvl would be processed by this logger. This method checks first the module-level level set by `logging.disable(lvl)` and then the logger’s effective level as determined by `getEffectiveLevel()`.

`Logger.``getEffectiveLevel`()

  Indicates the effective level for this logger. If a value other than `NOTSET` has been set using `setLevel()`, it is returned. Otherwise, the hierarchy is traversed towards the root until a value other than `NOTSET` is found, and that value is returned.

`Logger.``getChild`(suffix)

  Returns a logger which is a descendant to this logger, as determined by the suffix. Thus, `logging.getLogger('abc').getChild('def.ghi')` would return the same logger as would be returned by `logging.getLogger('abc.def.ghi')`. This is a convenience method, useful when the parent logger is named using e.g. `__name__` rather than a literal string.

  New in version 3.2.

`Logger.``debug`(msg, *args, **kwargs)

  Logs a message with level `DEBUG` on this logger. The msg is the message format string, and the args are the arguments which are merged into msg using the string formatting operator. (Note that this means that you can use keywords in the format string, together with a single dictionary argument.)

  There are three keyword arguments in kwargs which are inspected: exc_info which, if it does not evaluate as false, causes exception information to be added to the logging message. If an exception tuple (in the format returned by `sys.exc_info()`) is provided, it is used; otherwise, `sys.exc_info()` is called to get the exception information.

  The second optional keyword argument is stack_info, which defaults to False. If specified as True, stack information is added to the logging message, including the actual logging call. Note that this is not the same stack information as that displayed through specifying exc_info: The former is stack frames from the bottom of the stack up to the logging call in the current thread, whereas the latter is information about stack frames which have been unwound, following an exception, while searching for exception handlers.

  You can specify stack_info independently of exc_info, e.g. to just show how you got to a certain point in your code, even when no exceptions were raised. The stack frames are printed following a header line which says:

      Stack (most recent call last):

  This mimics the `Traceback (most recent call last):` which is used when displaying exception frames.

  The third keyword argument is extra which can be used to pass a dictionary which is used to populate the __dict__ of the LogRecord created for the logging event with user-defined attributes. These custom attributes can then be used as you like. For example, they could be incorporated into logged messages. For example:

      FORMAT = '%(asctime)-15s %(clientip)s %(user)-8s %(message)s'
      logging.basicConfig(format=FORMAT)
      d = { 'clientip' : '192.168.0.1', 'user' : 'fbloggs' }
      logger = logging.getLogger('tcpserver')
      logger.warning('Protocol problem: %s', 'connection reset', extra=d)

  would print something like

      2006-02-08 22:20:02,165 192.168.0.1 fbloggs  Protocol problem: connection reset

  The keys in the dictionary passed in extra should not clash with the keys used by the logging system. (See the `Formatter` documentation for more information on which keys are used by the logging system.)

  If you choose to use these attributes in logged messages, you need to exercise some care. In the above example, for instance, the `Formatter` has been set up with a format string which expects ‘clientip’ and ‘user’ in the attribute dictionary of the LogRecord. If these are missing, the message will not be logged because a string formatting exception will occur. So in this case, you always need to pass the extra dictionary with these keys.

  While this might be annoying, this feature is intended for use in specialized circumstances, such as multi-threaded servers where the same code executes in many contexts, and interesting conditions which arise are dependent on this context (such as remote client IP address and authenticated user name, in the above example). In such circumstances, it is likely that specialized `Formatter`s would be used with particular `Handler`s.

  New in version 3.2: The stack_info parameter was added.

`Logger.``info`(msg, *args, **kwargs)

  Logs a message with level `INFO` on this logger. The arguments are interpreted as for `debug()`.

`Logger.``warning`(msg, *args, **kwargs)

  Logs a message with level `WARNING` on this logger. The arguments are interpreted as for `debug()`.

`Logger.``error`(msg, *args, **kwargs)

  Logs a message with level `ERROR` on this logger. The arguments are interpreted as for `debug()`.

`Logger.``critical`(msg, *args, **kwargs)

  Logs a message with level `CRITICAL` on this logger. The arguments are interpreted as for `debug()`.

`Logger.``log`(lvl, msg, *args, **kwargs)

  Logs a message with integer level lvl on this logger. The other arguments are interpreted as for `debug()`.

`Logger.``exception`(msg, *args)

  Logs a message with level `ERROR` on this logger. The arguments are interpreted as for `debug()`. Exception info is added to the logging message. This method should only be called from an exception handler.

`Logger.``addFilter`(filt)

  Adds the specified filter filt to this logger.

`Logger.``removeFilter`(filt)

  Removes the specified filter filt from this logger.

`Logger.``filter`(record)

  Applies this logger’s filters to the record and returns a true value if the record is to be processed.

`Logger.``addHandler`(hdlr)

  Adds the specified handler hdlr to this logger.

`Logger.``removeHandler`(hdlr)

  Removes the specified handler hdlr from this logger.

`Logger.``findCaller`(stack_info=False)

  Finds the caller’s source filename and line number. Returns the filename, line number, function name and stack information as a 4-element tuple. The stack information is returned as None unless stack_info is True.

`Logger.``handle`(record)

  Handles a record by passing it to all handlers associated with this logger and its ancestors (until a false value of propagate is found). This method is used for unpickled records received from a socket, as well as those created locally. Logger-level filtering is applied using `filter()`.

`Logger.``makeRecord`(name, lvl, fn, lno, msg, args, exc_info, func=None, extra=None, sinfo=None)

  This is a factory method which can be overridden in subclasses to create specialized `LogRecord` instances.

`Logger.``hasHandlers`()

  Checks to see if this logger has any handlers configured. This is done by looking for handlers in this logger and its parents in the logger hierarchy. Returns True if a handler was found, else False. The method stops searching up the hierarchy whenever a logger with the ‘propagate’ attribute set to False is found - that will be the last logger which is checked for the existence of handlers.

  New in version 3.2.

## 15.7.2. Handler Objects

Handlers have the following attributes and methods. Note that `Handler` is never instantiated directly; this class acts as a base for more useful subclasses. However, the `__init__()` method in subclasses needs to call `Handler.__init__()`.

`Handler.``__init__`(level=NOTSET)

  Initializes the `Handler` instance by setting its level, setting the list of filters to the empty list and creating a lock (using `createLock()`) for serializing access to an I/O mechanism.

`Handler.``createLock`()

  Initializes a thread lock which can be used to serialize access to underlying I/O functionality which may not be threadsafe.

`Handler.``acquire`()

  Acquires the thread lock created with `createLock()`.

`Handler.``release`()

  Releases the thread lock acquired with `acquire()`.

`Handler.``setLevel`(lvl)

  Sets the threshold for this handler to lvl. Logging messages which are less severe than lvl will be ignored. When a handler is created, the level is set to `NOTSET` (which causes all messages to be processed).

  Changed in version 3.2: The lvl parameter now accepts a string representation of the level such as ‘INFO’ as an alternative to the integer constants such as `INFO`.

`Handler.``setFormatter`(form)

  Sets the `Formatter` for this handler to form.

`Handler.``addFilter`(filt)

  Adds the specified filter filt to this handler.

`Handler.``removeFilter`(filt)

  Removes the specified filter filt from this handler.

`Handler.``filter`(record)

  Applies this handler’s filters to the record and returns a true value if the record is to be processed.

`Handler.``flush`()

  Ensure all logging output has been flushed. This version does nothing and is intended to be implemented by subclasses.

`Handler.``close`()

  Tidy up any resources used by the handler. This version does no output but removes the handler from an internal list of handlers which is closed when `shutdown()` is called. Subclasses should ensure that this gets called from overridden `close()` methods.

`Handler.``handle`(record)

  Conditionally emits the specified logging record, depending on filters which may have been added to the handler. Wraps the actual emission of the record with acquisition/release of the I/O thread lock.

`Handler.``handleError`(record)

  This method should be called from handlers when an exception is encountered during an `emit()` call. If the module-level attribute `raiseExceptions` is `False`, exceptions get silently ignored. This is what is mostly wanted for a logging system - most users will not care about errors in the logging system, they are more interested in application errors. You could, however, replace this with a custom handler if you wish. The specified record is the one which was being processed when the exception occurred. (The default value of `raiseExceptions` is `True`, as that is more useful during development).

`Handler.``format`(record)

  Do formatting for a record - if a formatter is set, use it. Otherwise, use the default formatter for the module.

`Handler.``emit`(record)

  Do whatever it takes to actually log the specified logging record. This version is intended to be implemented by subclasses and so raises a `NotImplementedError`.

For a list of handlers included as standard, see `logging.handlers`.

## 15.7.3. Formatter Objects

`Formatter` objects have the following attributes and methods. They are responsible for converting a `LogRecord` to (usually) a string which can be interpreted by either a human or an external system. The base `Formatter` allows a formatting string to be specified. If none is supplied, the default value of `'%(message)s'` is used.

A Formatter can be initialized with a format string which makes use of knowledge of the `LogRecord` attributes - such as the default value mentioned above making use of the fact that the user’s message and arguments are pre-formatted into a `LogRecord`‘s message attribute. This format string contains standard Python %-style mapping keys. See section Old String Formatting Operations for more information on string formatting.

The useful mapping keys in a `LogRecord` are given in the section on LogRecord attributes.

class `logging.``Formatter`(fmt=None, datefmt=None, style='%')

  Returns a new instance of the `Formatter` class. The instance is initialized with a format string for the message as a whole, as well as a format string for the date/time portion of a message. If no fmt is specified, `'%(message)s'` is used. If no datefmt is specified, the ISO8601 date format is used.

  The style parameter can be one of ‘%’, ‘{‘ or ‘$’ and determines how the format string will be merged with its data: using one of %-formatting, `str.format()` or `string.Template`.

  Changed in version 3.2: The style parameter was added.

  `format`(record)

    The record’s attribute dictionary is used as the operand to a string formatting operation. Returns the resulting string. Before formatting the dictionary, a couple of preparatory steps are carried out. The message attribute of the record is computed using msg % args. If the formatting string contains `'(asctime)'`, `formatTime()` is called to format the event time. If there is exception information, it is formatted using `formatException()` and appended to the message. Note that the formatted exception information is cached in attribute exc_text. This is useful because the exception information can be pickled and sent across the wire, but you should be careful if you have more than one `Formatter` subclass which customizes the formatting of exception information. In this case, you will have to clear the cached value after a formatter has done its formatting, so that the next formatter to handle the event doesn’t use the cached value but recalculates it afresh.

    If stack information is available, it’s appended after the exception information, using `formatStack()` to transform it if necessary.

  `formatTime`(record, datefmt=None)

    This method should be called from `format()` by a formatter which wants to make use of a formatted time. This method can be overridden in formatters to provide for any specific requirement, but the basic behavior is as follows: if datefmt (a string) is specified, it is used with `time.strftime()` to format the creation time of the record. Otherwise, the ISO8601 format is used. The resulting string is returned.

    This function uses a user-configurable function to convert the creation time to a tuple. By default, `time.localtime()` is used; to change this for a particular formatter instance, set the `converter` attribute to a function with the same signature as `time.localtime()` or `time.gmtime()`. To change it for all formatters, for example if you want all logging times to be shown in GMT, set the `converter` attribute in the `Formatter` class.

  `formatException`(exc_info)

    Formats the specified exception information (a standard exception tuple as returned by `sys.exc_info()`) as a string. This default implementation just uses `traceback.print_exception()`. The resulting string is returned.

  `formatStack`(stack_info)

    Formats the specified stack information (a string as returned by `traceback.print_stack()`, but with the last newline removed) as a string. This default implementation just returns the input value.

## 15.7.4. Filter Objects

`Filters` can be used by `Handlers` and `Loggers` for more sophisticated filtering than is provided by levels. The base filter class only allows events which are below a certain point in the logger hierarchy. For example, a filter initialized with ‘A.B’ will allow events logged by loggers ‘A.B’, ‘A.B.C’, ‘A.B.C.D’, ‘A.B.D’ etc. but not ‘A.BB’, ‘B.A.B’ etc. If initialized with the empty string, all events are passed.

class `logging.``Filter`(name='')

  Returns an instance of the `Filter` class. If name is specified, it names a logger which, together with its children, will have its events allowed through the filter. If name is the empty string, allows every event.

  `filter`(record)

    Is the specified record to be logged? Returns zero for no, nonzero for yes. If deemed appropriate, the record may be modified in-place by this method.

Note that filters attached to handlers are consulted whenever an event is emitted by the handler, whereas filters attached to loggers are consulted whenever an event is logged to the handler (using `debug()`, `info()`, etc.) This means that events which have been generated by descendant loggers will not be filtered by a logger’s filter setting, unless the filter has also been applied to those descendant loggers.

You don’t actually need to subclass `Filter`: you can pass any instance which has a `filter` method with the same semantics.

Changed in version 3.2: You don’t need to create specialized `Filter` classes, or use other classes with a `filter` method: you can use a function (or other callable) as a filter. The filtering logic will check to see if the filter object has a `filter` attribute: if it does, it’s assumed to be a `Filter` and its `filter()` method is called. Otherwise, it’s assumed to be a callable and called with the record as the single parameter. The returned value should conform to that returned by `filter()`.

Although filters are used primarily to filter records based on more sophisticated criteria than levels, they get to see every record which is processed by the handler or logger they’re attached to: this can be useful if you want to do things like counting how many records were processed by a particular logger or handler, or adding, changing or removing attributes in the LogRecord being processed. Obviously changing the LogRecord needs to be done with some care, but it does allow the injection of contextual information into logs (see Using Filters to impart contextual information).

## 15.7.5. LogRecord Objects

`LogRecord` instances are created automatically by the `Logger` every time something is logged, and can be created manually via `makeLogRecord()` (for example, from a pickled event received over the wire).

class `logging.``LogRecord`(name, level, pathname, lineno, msg, args, exc_info, func=None, sinfo=None)

  Contains all the information pertinent to the event being logged.

  The primary information is passed in `msg` and `args`, which are combined using `msg % args` to create the `message` field of the record.

  Parameters: | name – The name of the logger used to log the event represented by this LogRecord. level – The numeric level of the logging event (one of DEBUG, INFO etc.) Note that this is converted to two attributes of the LogRecord: `levelno` for the numeric value and `levelname` for the corresponding level name. pathname – The full pathname of the source file where the logging call was made. lineno – The line number in the source file where the logging call was made. msg – The event description message, possibly a format string with placeholders for variable data. args – Variable data to merge into the msg argument to obtain the event description. exc_info – An exception tuple with the current exception information, or None if no exception information is available. func – The name of the function or method from which the logging call was invoked. sinfo – A text string representing stack information from the base of the stack in the current thread, up to the logging call.

  `getMessage`()

    Returns the message for this `LogRecord` instance after merging any user-supplied arguments with the message. If the user-supplied message argument to the logging call is not a string, `str()` is called on it to convert it to a string. This allows use of user-defined classes as messages, whose `__str__` method can return the actual format string to be used.

  Changed in version 3.2: The creation of a `LogRecord` has been made more configurable by providing a factory which is used to create the record. The factory can be set using `getLogRecordFactory()` and `setLogRecordFactory()` (see this for the factory’s signature).

  This functionality can be used to inject your own values into a LogRecord at creation time. You can use the following pattern:

      old_factory = logging.getLogRecordFactory()

      def record_factory(*args, **kwargs):
          record = old_factory(*args, **kwargs)
          record.custom_attribute = 0xdecafbad
          return record

      logging.setLogRecordFactory(record_factory)

  With this pattern, multiple factories could be chained, and as long as they don’t overwrite each other’s attributes or unintentionally overwrite the standard attributes listed above, there should be no surprises.

## 15.7.6. LogRecord attributes

The LogRecord has a number of attributes, most of which are derived from the parameters to the constructor. (Note that the names do not always correspond exactly between the LogRecord constructor parameters and the LogRecord attributes.) These attributes can be used to merge data from the record into the format string. The following table lists (in alphabetical order) the attribute names, their meanings and the corresponding placeholder in a %-style format string.

If you are using {}-formatting (`str.format()`), you can use `{attrname}` as the placeholder in the format string. If you are using $-formatting (`string.Template`), use the form `${attrname}`. In both cases, of course, replace `attrname` with the actual attribute name you want to use.

In the case of {}-formatting, you can specify formatting flags by placing them after the attribute name, separated from it with a colon. For example: a placeholder of `{msecs:03d}` would format a millisecond value of `4` as `004`. Refer to the `str.format()` documentation for full details on the options available to you.

Attribute name | Format | Description
--- | --- | ---
args | You shouldn’t need to format this yourself. | The tuple of arguments merged into `msg` to produce `message`.
asctime | `%(asctime)s` | Human-readable time when the `LogRecord` was created. By default this is of the form ‘2003-07-08 16:49:45,896’ (the numbers after the comma are millisecond portion of the time).
created | `%(created)f` | Time when the `LogRecord` was created (as returned by `time.time()`).
exc_info | You shouldn’t need to format this yourself. | Exception tuple (à la `sys.exc_info`) or, if no exception has occurred, None.
filename | `%(filename)s` | Filename portion of `pathname`.
funcName | `%(funcName)s` | Name of function containing the logging call.
levelname | `%(levelname)s` | Text logging level for the message (`'DEBUG'`, `'INFO'`, `'WARNING'`, `'ERROR'`, `'CRITICAL'`).
levelno | `%(levelno)s` | Numeric logging level for the message (`DEBUG`, `INFO`, `WARNING`, `ERROR`, `CRITICAL`).
lineno | `%(lineno)d` | Source line number where the logging call was issued (if available).
module | `%(module)s` | Module (name portion of `filename`).
msecs | `%(msecs)d` | Millisecond portion of the time when the `LogRecord` was created.
message | `%(message)s` | The logged message, computed as `msg % args`. This is set when `Formatter.format()` is invoked.
msg | You shouldn’t need to format this yourself. | The format string passed in the original logging call. Merged with `args` to produce `message`, or an arbitrary object (see Using arbitrary objects as messages).
name | `%(name)s` | Name of the logger used to log the call.
pathname | `%(pathname)s` | Full pathname of the source file where the logging call was issued (if available).
process | `%(process)d` | Process ID (if available).
processName | `%(processName)s` | Process name (if available).
relativeCreated | `%(relativeCreated)d` | Time in milliseconds when the LogRecord was created, relative to the time the logging module was loaded.
stack_info | You shouldn’t need to format this yourself. | Stack frame information (where available) from the bottom of the stack in the current thread, up to and including the stack frame of the logging call which resulted in the creation of this record.
thread | `%(thread)d` | Thread ID (if available).
threadName | `%(threadName)s` | Thread name (if available).

## 15.7.7. LoggerAdapter Objects

`LoggerAdapter` instances are used to conveniently pass contextual information into logging calls. For a usage example , see the section on adding contextual information to your logging output.

class `logging.``LoggerAdapter`(logger, extra)

  Returns an instance of `LoggerAdapter` initialized with an underlying `Logger` instance and a dict-like object.

  `process`(msg, kwargs)

    Modifies the message and/or keyword arguments passed to a logging call in order to insert contextual information. This implementation takes the object passed as extra to the constructor and adds it to kwargs using key ‘extra’. The return value is a (msg, kwargs) tuple which has the (possibly modified) versions of the arguments passed in.

In addition to the above, `LoggerAdapter` supports the following methods of `Logger`, i.e. `debug()`, `info()`, `warning()`, `error()`, `exception()`, `critical()`, `log()`, `isEnabledFor()`, `getEffectiveLevel()`, `setLevel()`, `hasHandlers()`. These methods have the same signatures as their counterparts in `Logger`, so you can use the two types of instances interchangeably.

Changed in version 3.2: The `isEnabledFor()`, `getEffectiveLevel()`, `setLevel()` and `hasHandlers()` methods were added to `LoggerAdapter`. These methods delegate to the underlying logger.

## 15.7.8. Thread Safety

The logging module is intended to be thread-safe without any special work needing to be done by its clients. It achieves this though using threading locks; there is one lock to serialize access to the module’s shared data, and each handler also creates a lock to serialize access to its underlying I/O.

If you are implementing asynchronous signal handlers using the `signal` module, you may not be able to use logging from within such handlers. This is because lock implementations in the `threading` module are not always re-entrant, and so cannot be invoked from such signal handlers.

## 15.7.9. Module-Level Functions

In addition to the classes described above, there are a number of module- level functions.

`logging.``getLogger`(name=None)

  Return a logger with the specified name or, if name is `None`, return a logger which is the root logger of the hierarchy. If specified, the name is typically a dot-separated hierarchical name like ‘a’, ‘a.b’ or ‘a.b.c.d’. Choice of these names is entirely up to the developer who is using logging.

  All calls to this function with a given name return the same logger instance. This means that logger instances never need to be passed between different parts of an application.

`logging.``getLoggerClass`()

  Return either the standard `Logger` class, or the last class passed to `setLoggerClass()`. This function may be called from within a new class definition, to ensure that installing a customised `Logger` class will not undo customisations already applied by other code. For example:

      class MyLogger(logging.getLoggerClass()):
          # ... override behaviour here

`logging.``getLogRecordFactory`()

  Return a callable which is used to create a `LogRecord`.

  New in version 3.2: This function has been provided, along with `setLogRecordFactory()`, to allow developers more control over how the `LogRecord` representing a logging event is constructed.

  See `setLogRecordFactory()` for more information about the how the factory is called.

`logging.``debug`(msg, *args, **kwargs)

  Logs a message with level `DEBUG` on the root logger. The msg is the message format string, and the args are the arguments which are merged into msg using the string formatting operator. (Note that this means that you can use keywords in the format string, together with a single dictionary argument.)

  There are three keyword arguments in kwargs which are inspected: exc_info which, if it does not evaluate as false, causes exception information to be added to the logging message. If an exception tuple (in the format returned by `sys.exc_info()`) is provided, it is used; otherwise, `sys.exc_info()` is called to get the exception information.

  The second optional keyword argument is stack_info, which defaults to False. If specified as True, stack information is added to the logging message, including the actual logging call. Note that this is not the same stack information as that displayed through specifying exc_info: The former is stack frames from the bottom of the stack up to the logging call in the current thread, whereas the latter is information about stack frames which have been unwound, following an exception, while searching for exception handlers.

  You can specify stack_info independently of exc_info, e.g. to just show how you got to a certain point in your code, even when no exceptions were raised. The stack frames are printed following a header line which says:

      Stack (most recent call last):

  This mimics the `Traceback (most recent call last):` which is used when displaying exception frames.

  The third optional keyword argument is extra which can be used to pass a dictionary which is used to populate the __dict__ of the LogRecord created for the logging event with user-defined attributes. These custom attributes can then be used as you like. For example, they could be incorporated into logged messages. For example:

      FORMAT = '%(asctime)-15s %(clientip)s %(user)-8s %(message)s'
      logging.basicConfig(format=FORMAT)
      d = {'clientip': '192.168.0.1', 'user': 'fbloggs'}
      logging.warning('Protocol problem: %s', 'connection reset', extra=d)

  would print something like:

      2006-02-08 22:20:02,165 192.168.0.1 fbloggs  Protocol problem: connection reset

  The keys in the dictionary passed in extra should not clash with the keys used by the logging system. (See the `Formatter` documentation for more information on which keys are used by the logging system.)

  If you choose to use these attributes in logged messages, you need to exercise some care. In the above example, for instance, the `Formatter` has been set up with a format string which expects ‘clientip’ and ‘user’ in the attribute dictionary of the LogRecord. If these are missing, the message will not be logged because a string formatting exception will occur. So in this case, you always need to pass the extra dictionary with these keys.

  While this might be annoying, this feature is intended for use in specialized circumstances, such as multi-threaded servers where the same code executes in many contexts, and interesting conditions which arise are dependent on this context (such as remote client IP address and authenticated user name, in the above example). In such circumstances, it is likely that specialized `Formatter`s would be used with particular `Handler`s.

  New in version 3.2: The stack_info parameter was added.

`logging.``info`(msg, *args, **kwargs)

  Logs a message with level `INFO` on the root logger. The arguments are interpreted as for `debug()`.

`logging.``warning`(msg, *args, **kwargs)

  Logs a message with level `WARNING` on the root logger. The arguments are interpreted as for `debug()`.

`logging.``error`(msg, *args, **kwargs)

  Logs a message with level `ERROR` on the root logger. The arguments are interpreted as for `debug()`.

`logging.``critical`(msg, *args, **kwargs)

  Logs a message with level `CRITICAL` on the root logger. The arguments are interpreted as for `debug()`.

`logging.``exception`(msg, *args)

  Logs a message with level `ERROR` on the root logger. The arguments are interpreted as for `debug()`. Exception info is added to the logging message. This function should only be called from an exception handler.

`logging.``log`(level, msg, *args, **kwargs)

  Logs a message with level level on the root logger. The other arguments are interpreted as for `debug()`.

  PLEASE NOTE: The above module-level functions which delegate to the root logger should not be used in threads, in versions of Python earlier than 2.7.1 and 3.2, unless at least one handler has been added to the root logger before the threads are started. These convenience functions call `basicConfig()` to ensure that at least one handler is available; in earlier versions of Python, this can (under rare circumstances) lead to handlers being added multiple times to the root logger, which can in turn lead to multiple messages for the same event.

`logging.``disable`(lvl)

  Provides an overriding level lvl for all loggers which takes precedence over the logger’s own level. When the need arises to temporarily throttle logging output down across the whole application, this function can be useful. Its effect is to disable all logging calls of severity lvl and below, so that if you call it with a value of INFO, then all INFO and DEBUG events would be discarded, whereas those of severity WARNING and above would be processed according to the logger’s effective level.

`logging.``addLevelName`(lvl, levelName)

  Associates level lvl with text levelName in an internal dictionary, which is used to map numeric levels to a textual representation, for example when a `Formatter` formats a message. This function can also be used to define your own levels. The only constraints are that all levels used must be registered using this function, levels should be positive integers and they should increase in increasing order of severity.

  NOTE: If you are thinking of defining your own levels, please see the section on Custom Levels.

`logging.``getLevelName`(lvl)

  Returns the textual representation of logging level lvl. If the level is one of the predefined levels `CRITICAL`, `ERROR`, `WARNING`, `INFO` or `DEBUG` then you get the corresponding string. If you have associated levels with names using `addLevelName()` then the name you have associated with lvl is returned. If a numeric value corresponding to one of the defined levels is passed in, the corresponding string representation is returned. Otherwise, the string ‘Level %s’ % lvl is returned.

`logging.``makeLogRecord`(attrdict)

  Creates and returns a new `LogRecord` instance whose attributes are defined by attrdict. This function is useful for taking a pickled `LogRecord` attribute dictionary, sent over a socket, and reconstituting it as a `LogRecord` instance at the receiving end.

`logging.``basicConfig`(**kwargs)

  Does basic configuration for the logging system by creating a `StreamHandler` with a default `Formatter` and adding it to the root logger. The functions `debug()`, `info()`, `warning()`, `error()` and `critical()` will call `basicConfig()` automatically if no handlers are defined for the root logger.

  This function does nothing if the root logger already has handlers configured for it.

  PLEASE NOTE: This function should be called from the main thread before other threads are started. In versions of Python prior to 2.7.1 and 3.2, if this function is called from multiple threads, it is possible (in rare circumstances) that a handler will be added to the root logger more than once, leading to unexpected results such as messages being duplicated in the log.

  The following keyword arguments are supported.

  Format | Description
  --- | ---
  `filename` | Specifies that a FileHandler be created, using the specified filename, rather than a StreamHandler.
  `filemode` | Specifies the mode to open the file, if filename is specified (if filemode is unspecified, it defaults to ‘a’).
  `format` | Use the specified format string for the handler.
  `datefmt` | Use the specified date/time format.
  `style` | If `format` is specified, use this style for the format string. One of ‘%’, ‘{‘ or ‘$’ for %-formatting, `str.format()` or `string.Template` respectively, and defaulting to ‘%’ if not specified.
  `level` | Set the root logger level to the specified level.
  `stream` | Use the specified stream to initialize the StreamHandler. Note that this argument is incompatible with ‘filename’ - if both are present, ‘stream’ is ignored.

  Changed in version 3.2: The `style` argument was added.

`logging.``shutdown`()

  Informs the logging system to perform an orderly shutdown by flushing and closing all handlers. This should be called at application exit and no further use of the logging system should be made after this call.

`logging.``setLoggerClass`(klass)

  Tells the logging system to use the class klass when instantiating a logger. The class should define `__init__()` such that only a name argument is required, and the `__init__()` should call `Logger.__init__()`. This function is typically called before any loggers are instantiated by applications which need to use custom logger behavior.

`logging.``setLogRecordFactory`(factory)

  Set a callable which is used to create a `LogRecord`.

  Parameters: | factory – The factory callable to be used to instantiate a log record.

  New in version 3.2: This function has been provided, along with `getLogRecordFactory()`, to allow developers more control over how the `LogRecord` representing a logging event is constructed.

  The factory has the following signature:

  `factory(name, level, fn, lno, msg, args, exc_info, func=None, sinfo=None, **kwargs)`

  > name: | The logger name.
  > level: | The logging level (numeric).
  > fn: | The full pathname of the file where the logging call was made.
  > lno: | The line number in the file where the logging call was made.
  > msg: | The logging message.
  > args: | The arguments for the logging message.
  > exc_info: | An exception tuple, or None.
  > func: | The name of the function or method which invoked the logging call.
  > sinfo: | A stack traceback such as is provided by `traceback.print_stack()`, showing the call hierarchy.
  > kwargs: | Additional keyword arguments.

## 15.7.10. Integration with the warnings module

The `captureWarnings()` function can be used to integrate `logging` with the `warnings` module.

`logging.``captureWarnings`(capture)

  This function is used to turn the capture of warnings by logging on and off.

  If capture is `True`, warnings issued by the `warnings` module will be redirected to the logging system. Specifically, a warning will be formatted using `warnings.formatwarning()` and the resulting string logged to a logger named `'py.warnings'` with a severity of `'WARNING'`.

  If capture is `False`, the redirection of warnings to the logging system will stop, and warnings will be redirected to their original destinations (i.e. those in effect before `captureWarnings(True)` was called).

See also

Module `logging.config`
  Configuration API for the logging module.
Module `logging.handlers`
  Useful handlers included with the logging module.
PEP 282 - A Logging System
  The proposal which described this feature for inclusion in the Python standard library.
Original Python logging package
  This is the original source for the `logging` package. The version of the package available from this site is suitable for use with Python 1.5.2, 2.1.x and 2.2.x, which do not include the `logging` package in the standard library.

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