Micrometer library provides several kinds of meters: timers, counters, gauges, distribution summaries. Each metric has following attributes:
-
registry - registry in which given meter is registered;
-
name - string as uniquely identifies metric (which can consist of data from multiple meters with various tags);
-
type - timer, function timer, counter, function counter, gauge or distribution summary;
-
tags - pairs of keys and values that allow splitting resulting metric into multiple dimensions;
-
options - additional options that alter aggregated data / data sent to underlying monitoring system;
Meter creation functions accept all above parameters except type which is implicit, for example:
(def my-timer (m/get-timer registry "timer.name" {:some "Tags"} {:some "Options"}))Tags keys can be strings or keywords, tag values must be strings.
Common options that - depending on meter type - can be attached to created metrics are:
-
:description- human readable metric description; -
:base-unit- base units, eg.B(bytes); -
:histogram?- enables or disables histogram; -
:percentiles- percentiles published by this histogram (eg.[0.5, 0.9, 0.95, 0.99]); -
:precision- histogram precision (in number of meaningful digits, eg. for 1% precision it is 2); -
:sla- SLO boundaries (in nanoseconds); -
:min-val,:max-val- minimum and maximum values of samples; -
:expiry- duration after which samples accumulated in histogram are dropped; -
:buf-len- sample buffer length;
Depending on metric type, all or only some of above will be applicable. For more details see sections below.
Note that all constructor functions cache meters using metric name and tags. When constructor function is called
second time with the same name and tags but different options, it will simply return original meter but ignore supplied
options.
Timers can be created using get-timer function:
; will use globl registry
(def my-timer1 (m/get-timer "some.timer1"))
(def my-timer2 (m/get-timer "some.timer2" {:foo "BAR"}))
(def my-timer3 (m/get-timer "some.timer3" {:foo "Bar"} {:description "Some Timer"}))
; will use supplied registry
(def my-timer1 (m/get-timer my-registry "other.timer1"))
(def my-timer2 (m/get-timer my-registry "other.timer2" {:foo "BAR"}))
(def my-timer3 (m/get-timer my-registry "other.timer3" {:foo "BAR"} {:description "My custom timer"}))Function accepts metric name (must be unique inside registry) and tags (can be empty). Note that meters are cached, so calling this function twice with the same parameters will return the same timer object.
All common options except :base-unit are available for timers creation.
Resulting timers can be used in timed macro:
(m/timed [my-timer1]
(do-something)
(do-other-things))Also, there is timed macro that combines get-timer and with-timer in one:
; will use global registry
(m/timed ["some.timer1"] (frobnicate :all))
(m/timed ["some.timer2" {:foo "BAR"}] (frobnicate :bar))
(m/timed ["some.timer3" {:foo "BAR"} {:description "Frobnication time"}] (frobnicate :baz))
; will use supplied registry
(m/timed [my-registry "some.timer1"] (Thread/sleep 1000))
(m/timed [my-registry "some.timer2" {:foo "BAR"}] (Thread/sleep 1000))
(m/timed [my-registry "some.timer3" {:foo "BAR"} {:percentiles [0.5,0.9,0.95,0.99]}] (Thread/sleep 1000))It is also possible to feed timer manually - this is useful when duration is already known:
; use already created timer
(m/add-timer my-timer (- t1 t0))
; will create timer in global registry
(m/add-timer "other.timer" 42)
(m/add-timer "other.timer" {:baz "BAG"} (m/to-duration "5m"))
(m/add-timer "other.timer" {:baz "BAG"} {:description "FOOOOO!"} (rand 5432))
; will use supplied registry
(m/add-timer my-registry "other.timer" (Duration/ofMillis 4434))
(m/add-timer my-registry "other.timer" {:baz "BAG"} 4242)
(m/add-timer my-registry "other.timer" {:baz "BAG"} {:description "Some Duration"} "3m")Supplied duration can be either number (milliseconds) or java.time.Duration object.
Long running task timers are specialized to track tasks currently executing (in flight). Then any of those tasks end,
timer will drop any data about it. Task timers can be created using get-task-timer function:
; will use globl registry
(def my-timer1 (m/get-task-timer "some.timer"))
(def my-timer2 (m/get-task-timer "some.timer" {:foo "BAR"}))
(def my-timer3 (m/get-task-timer "some.timer" {:foo "BAR"} {:description "Very important tasks"}))
; will use supplied registry
(def my-timer2 (m/get-task-timer my-registry "other.timer"))
(def my-timer2 (m/get-task-timer my-registry "other.timer" {:foo "BAR"}))
(def my-timer3 (m/get-task-timer my-registry "another.timer" {:foo "BAR"} {:description "My custom timer"}))Resulting timers can be used in with-task-timer macro:
(m/task-timed [my-timer]
(do-something)
(do-other-things))Also, there is task-timed macro that combines get-task-timer and with-task-timer into one:
; will use already created timer
(m/task-timed [my-timer1] (Thread/sleep 1000))
; will use global registry
(m/task-timed ["some.timer"] (Thread/sleep 1000))
(m/task-timed ["some.timer" {:foo "BAR"}] (Thread/sleep 1000))
(m/task-timed ["some.timer" {:foo "BAR"} {:description "Fubar timer"}] (Thread/sleep 1000))
; will use supplied registry
(m/task-timed [my-registry "some.timer"] (Thread/sleep 1000))
(m/task-timed [my-registry "some.timer" {:foo "BAR"}] (Thread/sleep 1000))
(m/task-timed [my-registry "some.timer" {:foo "BAR"} {:percentiles [0.5,0.9,0.95,0.99]}] (Thread/sleep 1000))Function timers can be used to track objects that keep their own timing statistics. It keeps tracked object and two functions: count function that returns number of calls handled by tracked object and time function that returns total time spent by tracked object to handle all calls.
(def my-service (MyService.)) ; here is our custom service object that has getTotalCalls() and getTotalTime() methods
(defn my-cfn [svc] (.getTotalCalls svc)) ; call count will be coerced to long integer
(defn my-tfn [svc] (.getTotalTime svc)) ; total time will be coerced to double
; will use global registry and functions defined above and global registry
(def my-timer1 (m/get-function-timer "some.timer1" my-service my-cfn my-tfn :MILLISECONDS))
(def my-timer2 (m/get-function-timer "some.timer2" {:foo "BAR"} my-service my-cfn my-tfn :MILLISECONDS))
(def my-timer3 (m/get-function-timer "some.timer3" {:foo "BAR"} {:description "..."} my-service my-cfn my-tfn :MILLISECONDS))
; as above, will use supplied registry
(def my-timer2 (m/get-function-timer my-registry "some.timer" my-service my-cfn my-tfn :MILLISECONDS))
(def my-timer2 (m/get-function-timer my-registry "other.timer" {:foo "BAR"} my-service my-cfn my-tfn :MILLISECONDS))
(def my-timer3 (m/get-function-timer my-registry "another.timer" {:foo "BAR"} {:description "Very important metric"}
my-service my-cfn my-tfn :MILLISECONDS))There is no need to manually feed function timer with data, so no more functions for timer handling are defined.
Counters are created using get-counter function:
(def my-counter1 (m/get-counter "some.counter"))
(def my-counter2 (m/get-counter "some.counter" {:baz "BAG"}))
(def my-counter3 (m/get-counter "some.counter" {:baz "BAG"} {:base-unit "B"}))
(def my-counter2 (m/get-counter my-registry "some.counter" {:baz "BAG"}))
(def my-counter3 (m/get-counter my-registry "some.counter" {:baz "BAG"} {:description "Incoming traffic", :base-unit "B"}))Counters can be used by add-counter function:
; uses previously created counter
(m/add-counter my-counter 42)
; will use global registry; note that counter is represented as double and can be incremented fraction at a time
(m/add-counter "some.counter" 1)
(m/add-counter "other.counter" {:foo "BAR"} 0.42)
(m/add-counter "other.counter" {:foo "BAR"} {:description "..."} 242)
; will use supplied registry;
(m/add-counter my-registry "other.counter" 0.42)
(m/add-counter my-registry "other.counter" {:foo "BAR"} 0.42)
(m/add-counter my-registry "other.counter" {:foo "BAR"} {:description "Storage utilization", :base-unit "MB"} 0.42)Two variants of add-counter function can dynamically create necessary counters.
Function counters can be used to track objects that maintain their own counters:
(def my-service (MyService.)) ; here is our custom service object that has getTotalCalls() and getTotalTime() methods
(defn my-cfn [svc] (.getTotalCalls svc)) ; call count will be coerced to long integer
; will use global registry and functions defined above and global registry
(def my-counter1 (m/get-function-counter "some.counter" my-service my-cfn))
(def my-counter2 (m/get-function-counter "some.counter" {:foo "BAR"} my-service my-cfn))
(def my-counter3 (m/get-function-counter "some.counter" {:foo "BAR"} {:sla [50 90]} my-service my-cfn))
; will use global registry and function defined above and global registry
(def my-counter4 (m/get-function-counter my-registry "some.counter" my-service my-cfn))
(def my-counter5 (m/get-function-counter my-registry "some.counter" {:foo "BAR"} my-service my-cfn))
(def my-counter6 (m/get-function-counter my-registry "some.counter" {:foo "BAR"}
{:description "Service calls", :base-unit "calls"} my-service my-cfn))There is no need to manually feed function timer with data, so no more functions for timer handling are defined.
Gauges always return current state of some component. Gauges can be created using get-gauge function:
(def tracked-value (atom 0))
(defn gfn [] @tracked-value)
; use global registry
(def my-gauge (m/get-gauge "some.gauge" gfn))
(def my-gauge (m/get-gauge "some.gauge" {:foo "BAR"} gfn))
(def my-gauge (m/get-gauge "some.gauge" {:foo "BAR"} {:description "..."} gfn))
; use supplied registry
(def my-gauge (m/get-gauge my-registry "some.gauge" gfn))
(def my-gauge (m/get-gauge my-registry "some.gauge" {:foo "BAR"} gfn))
(def my-gauge (m/get-gauge my-registry "some.gauge" {:foo "BAR"}
{:description "Current water level", :base-unit "m"} gfn)) Gauge will always return current return value of supplied function.
A convenience macro defgauge allows defining gauges providing expression that will be treated as function body:
; use global registry
(defgauge ["some.gauge"] @tracked-value)
(defgauge ["some.gauge" {:foo "BAR"}] @tracked-value)
(defgauge ["some.gauge" {:foo "BAR"} {:base-unit "B"}] @tracked-value)
; use provided registry
(defgauge [my-registry "some.gauge"] @tracked-value)
(defgauge [my-registry "some.gauge" {:foo "BAR"}] @tracked-value)
(defgauge [my-registry "some.gauge" {:foo "BAR"} {:description "Waterlevel"}] @tracked-value)Distribution summaries maintain sample distributions of events and implement some functionalities of histograms.
; use global registry
(def my-summary1 (get-summary "some.summary"))
(def my-summary1 (get-summary "some.summary" {:foo "BAR"}))
(def my-summary1 (get-summary "some.summary" {:foo "BAR"} {:description "..."}))
; use supplied registry
(def my-summary2 (get-summary my-registry "some.summary"))
(def my-summary2 (get-summary my-registry "some.summary" {:foo "BAR"}))
(def my-summary3 (get-summary "some.summary" {:foo "BAR"} {:description "Execution times"}))Distriubtion summaries can be fed using add-summary function:
; use already created meter
(add-summary my-summary1 42)
; Use already created registry
(add-summary "some.summary" 24)
(add-summary "some.summary" {:foo "BAR"} 24)
(add-summary "some.summary" {:foo "BAR"} {:base-unit "m"} 24)
; Use global registry
(add-summary my-registry "some.summary" {:foo "BAR"} 24)
(add-summary my-registry "some.summary" {:foo "BAR"} {:description "FizzBuzz"} 24)