codetiming
- A flexible, customizable timer for your Python code
Install codetiming
from PyPI:
$ python -m pip install codetiming
The source code is available at GitHub.
For a complete tutorial on how codetiming
works, see Python Timer Functions: Three Ways to Monitor Your Code on Real Python.
Basic Usage
You can use codetiming.Timer
in several different ways:
-
As a class:
t = Timer(name="class") t.start() # Do something t.stop()
-
As a context manager:
with Timer(name="context manager"): # Do something
-
As a decorator:
@Timer(name="decorator") def stuff(): # Do something
Arguments
Timer
accepts the following arguments when it's created, all are optional:
name
: An optional name for your timertext
: The text shown when your timer ends. It should contain a{}
placeholder that will be filled by the elapsed time in seconds (default:"Elapsed time: {:.4f} seconds"
)logger
: A function/callable that takes a string argument, and will report the elapsed time when the logger is stopped (default:print()
)
You can turn off explicit reporting of the elapsed time by setting logger=None
.
In the template text, you can also use explicit attributes to refer to the name
of the timer, or log the elapsed time in milliseconds
, seconds
(the default), or minutes
. For example:
t1 = Timer(name="NamedTimer", text="{name}: {minutes:.1f} minutes")
t2 = Timer(text="Elapsed time: {milliseconds:.0f} ms")
Note that the strings used by text
are not f-strings. Instead they are used as templates that will be populated using .format()
behind the scenes. If you want to combine the text
template with an f-string, you need to use double braces for the template values:
t = Timer(text=f"{__file__}: {{:.4f}}")
text
is also allowed to be a callable like a function or a class. If text
is a callable, it is expected to require one argument: the number of seconds elapsed. It should return a text string that will be logged using logger:
t = Timer(text=lambda secs: f"{secs / 86400:.0f} days")
This allows you to use third-party libraries like humanfriendly
to do the text formatting:
from humanfriendly import format_timespan
t1 = Timer(text=format_timespan)
t2 = Timer(text=lambda secs: f"Elapsed time: {format_timespan(secs)}")
Capturing the Elapsed Time
When using Timer
as a class, you can capture the elapsed time when calling .stop()
:
elapsed_time = t.stop()
You can also find the last measured elapsed time in the .last
attribute. The following code will have the same effect as the previous example:
t.stop()
elapsed_time = t.last
Named Timers
Named timers are made available in the class dictionary Timer.timers
. The elapsed time will accumulate if the same name or same timer is used several times. Consider the following example:
>>> import logging
>>> from codetiming import Timer
>>> t = Timer("example", text="Time spent: {:.2f}", logger=logging.warning)
>>> t.start()
>>> t.stop()
WARNING:root:Time spent: 3.58
3.5836678670002584
>>> with t:
... _ = list(range(100000000))
...
WARNING:root:Time spent: 1.73
>>> Timer.timers
{'example': 5.312697440000193}
The example shows how you can redirect the timer output to the logging module. Note that the elapsed time spent in the two different uses of t
has been accumulated in Timer.timers
.
You can also get simple statistics about your named timers. Continuing from the example above:
>>> Timer.timers.max("example")
3.5836678670002584
>>> Timer.timers.mean("example")
2.6563487200000964
>>> Timer.timers.stdev("example")
1.311427314335879
timers
support .count()
, .total()
, .min()
, .max()
, .mean()
, .median()
, and .stdev()
.
Acknowledgements
codetiming
is based on a similar module originally developed for the Midgard Geodesy library at the Norwegian Mapping Authority.