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Timers
======
Timers record the time it takes to do things. They're a bit like histograms
where the value being recorded is time.
Timers should be a fairly intuitive concept. They can tell you things like:
75% of all searches took 0.5 seconds or less. 95% of all searches took 1.0
seconds or less.
Timers also track the rate of the timed events, so it's like they have a meter
metric built-in for convenience.
Creating
--------
Create your timer::
(require '[metrics.core :refer [new-registry]])
(require '[metrics.timers :refer [timer]])
(def image-processing-time (timer "image-processing-time"))
The ``timer`` function is idempotent, which means that you don't need
to keep a local reference to the timer. Once a timer has been
registered, a call to ``(timer reg "image-processing-time")`` will
return the existing timer.
.. _timers/deftimer:
You can also use the ``deftimer`` macro to create a timer and bind it to a var
in one concise, easy step::
(require '[metrics.timers :refer [deftimer]])
(deftimer image-processing-time)
All the ``def[metric]`` macros do some :ref:`magic <desugaring>` to the metric
title to make it easier to define.
Writing
-------
Once you have a timer you can record times to it in three different ways.
.. _timers/time!:
``time!``
~~~~~~~~~
You can record the time it takes to evaluate one or more expressions with the ``time!`` macro::
(require '[metrics.timers :refer [time!]])
(time! image-processing-time
(process-image-part-1 ...)
(process-image-part-2 ...))
Or if you haven't held a reference to ``image-processing-time``, you can do the following::
(time! (timer reg "image-processing-time")
(process-image-part-1 ...)
(process-image-part-2 ...))
.. _timers/time-fn!:
``time-fn!``
~~~~~~~~~~~~
``time!`` is a macro. If you need a function instead (e.g.: for ``map``'ing
over a list), you can use ``time-fn!``, but you'll need to pass it a function
instead of a body::
(require '[metrics.timers :refer [time-fn!]])
(time-fn! image-processing-time
(fn []
(process-image-part-1 ...)
(process-image-part-2 ...)))
``start/stop``
~~~~~~~~~~~~~~
You can also use the start and stop functions in ``metrics.timers``,
assuming you hang onto the Timer$Context instance that is returned.::
(require '[metrics.timers :as tmr])
(tmr/deftimer my-tmr)
(let [a (tmr/start my-tmr)
b (tmr/start my-tmr)
c (tmr/start my-tmr)]
(Thread/sleep 1000)
(println (tmr/stop c))
(println (tmr/stop b))
(println (tmr/stop a))
#_ => 1000266000 ; nanoseconds this instance ran for.
1000726000
1000908000
nil
Reading
-------
.. _timers/percentiles:
``percentiles``
~~~~~~~~~~~~~~~
You can use ``percentiles`` to find the percentage of actions that take less
than or equal to a certain amount of time::
(require '[metrics.timers :refer (percentiles)])
(percentiles image-processing-time)
=> { 0.75 232.00
0.95 240.23
0.99 280.01
0.999 400.232
1.0 903.1 }
This returns a map of the percentiles you probably care about. The keys are the
percentiles (doubles between 0 and 1 inclusive) and the values are the maximum
time taken for that percentile. In this example:
* 75% of images were processed in 232.00 milliseconds or less.
* 95% of images were processed in 240.23 milliseconds or less.
* ... etc.
If you want a different set of percentiles just pass them as a sequence::
(require '[metrics.timers :refer [percentiles]])
(percentiles image-processing-time [0.50 0.75])
=> { 0.50 182.11
0.75 232.00 }
.. _timers/number-recorded:
``number-recorded``
~~~~~~~~~~~~~~~~~~~
To get the number of data points recorded over the entire lifetime of this
timers::
(require '[metrics.timers :refer [number-recorded]])
(number-recorded image-processing-time)
=> 12882
.. _timers/smallest:
``smallest``
~~~~~~~~~~~~
To get the smallest data point recorded over the entire lifetime of this
timer::
(require '[metrics.timers :refer [smallest]])
(smallest image-processing-time)
=> 80.66
.. _timers/largest:
``largest``
~~~~~~~~~~~
To get the largest data point recorded over the entire lifetime of this
timer::
(require '[metrics.timers :refer [largest]])
(largest image-processing-time)
=> 903.1
.. _timers/mean:
``mean``
~~~~~~~~
To get the mean of the data points recorded over the entire lifetime of this
timer::
(require '[metrics.timers :refer [mean]])
(mean image-processing-time)
=> 433.12
.. _timers/std-dev:
``std-dev``
~~~~~~~~~~~
To get the standard deviation of the data points recorded over the entire
lifetime of this timer::
(require '[metrics.histograms :only [std-dev]])
(std-dev image-processing-time)
=> 300.51
.. _timers/sample:
``sample``
~~~~~~~~~~
You can get the current sample points the timer is using with ``sample``, but
you almost *certainly* don't care about this. If you use it make sure you know
what you're doing.
::
(require '[metrics.timers :refer [sample]])
(sample image-processing-time)
=> [803.234 102.223 ...]
TODO: Rates
~~~~~~~~~~~
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