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lib/core.ex
defmodule TelemetryMetricsPrometheus.Core do
@moduledoc """
Prometheus Reporter for [`Telemetry.Metrics`](https://github.com/beam-telemetry/telemetry_metrics) definitions.
Provide a list of metric definitions to the `child_spec/1` function. It's recommended to
add this to your supervision tree.
def start(_type, _args) do
# List all child processes to be supervised
children = [
{TelemetryMetricsPrometheus.Core, [
metrics: [
counter("http.request.count"),
sum("http.request.payload_size", unit: :byte),
sum("websocket.connection.count", reporter_options: [prometheus_type: :gauge]),
last_value("vm.memory.total", unit: :byte)
]
]}
]
opts = [strategy: :one_for_one, name: ExampleApp.Supervisor]
Supervisor.start_link(children, opts)
end
Note that aggregations for distributions (histogram) only occur at scrape time.
These aggregations only have to process events that have occurred since the last
scrape, so it's recommended at this time to keep an eye on scrape durations if
you're reporting a large number of distributions or you have a high tag cardinality.
## Telemetry.Metrics to Prometheus Equivalents
Metric types:
* Counter - Counter
* Distribution - Histogram
* LastValue - Gauge
* Sum - Counter/Gauge
* Summary - Summary (Not supported)
### Units
Prometheus recommends the usage of base units for compatibility - [Base Units](https://prometheus.io/docs/practices/naming/#base-units).
This is simple to do with `:telemetry` and `Telemetry.Metrics` as all memory
related measurements in the BEAM are reported in bytes and Metrics provides
automatic time unit conversions.
Note that measurement unit should used as part of the reported name in the case of
histograms and gauges to Prometheus. As such, it is important to explicitly define
the unit of measure for these types when the unit is time or memory related.
It is suggested to not mix units, e.g. seconds with milliseconds.
It is required to define your buckets according to the end unit translation
since this measurements are converted at the time of handling the event, prior
to bucketing.
#### Memory
Report memory as `:byte`.
#### Time
Report durations as `:second`. The BEAM and `:telemetry` events use `:native` time
units. Converting to seconds is as simple as adding the conversion tuple for
the unit - `{:native, :second}`
### Naming
`Telemetry.Metrics` definition names do not translate easily to Prometheus naming
conventions. By default, the name provided when creating your definition uses parts
of the provided name to determine what event to listen to and which event measurement
to use.
For example, `"http.request.duration"` results in listening for `[:http, :request]`
events and use `:duration` from the event measurements. Prometheus would recommend
a name of `http_request_duration_seconds` as a good name.
It is therefore recommended to use the name in your definition to reflect the name
you wish to see reported, e.g. `http.request.duration.seconds` or `[:http, :request, :duration, :seconds]` and use the `:event_name` override and `:measurement` options in your definition.
Example:
Metrics.distribution(
"http.request.duration.seconds",
event_name: [:http, :request, :complete],
measurement: :duration,
unit: {:native, :second},
reporter_options: [
buckets: [0.01, 0.025, 0.05, 0.1, 0.2, 0.5, 1]
]
)
The exporter sanitizes names to Prometheus' requirements ([Metric Naming](https://prometheus.io/docs/instrumenting/writing_exporters/#naming)) and joins the event name parts with an underscore.
### Labels
Labels in Prometheus are referred to as `:tags` in `Telemetry.Metrics` - see the docs
for more information on tag usage.
**Important: Each tag + value results in a separate time series. For distributions, this
is further complicated as a time series is created for each bucket plus one for measurements
exceeding the limit of the last bucket - `+Inf`.**
It is recommended, but not required, to abide by Prometheus' best practices regarding labels -
[Label Best Practices](https://prometheus.io/docs/practices/naming/#labels)
### Reporter Options
In some cases you may want to configure the aspects of a metric definition's
underlying Prometheus metric, such as the bucket boundaries for a
distribution. This can be achieved by passing `:reporter_options` to the
metric definition.
The supported `:reporter_options` are:
- `:buckets` - a list of bucket boundaries for distributions. This reporter
option is mandatory for `distributions`. Example:
Example:
Metrics.distribution(
"http.request.duration.seconds",
event_name: [:http, :request, :complete],
measurement: :duration,
unit: {:native, :second},
reporter_options: [
buckets: [0.01, 0.025, 0.05, 0.1, 0.2, 0.5, 1]
]
)
- `:prometheus_type` - the Prometheus type that should be used for a sum,
either `:counter` or `:gauge`. Prometheus counters are monotonic, so a gauge
should be used when a sum can increase and decrease. Defaults to `:counter`.
Example:
Metrics.sum("websocket.connection.count", reporter_options: [prometheus_type: :gauge])
### Missing or Invalid Measurements and Tags
If a measurement value is missing or non-numeric, the error is logged at the `debug` level
and the event is not recorded. Events with missing tags are also logged and skipped.
"""
alias Telemetry.Metrics
alias TelemetryMetricsPrometheus.Core.{Aggregator, Exporter, Registry}
require Logger
@type metrics :: [Metrics.t()]
@type prometheus_option ::
{:metrics, metrics()}
| {:name, atom()}
@type prometheus_options :: [prometheus_option()]
@doc """
Reporter's child spec.
This function allows you to start the reporter under a supervisor like this:
children = [
{TelemetryMetricsPrometheus.Core, options}
]
See `start_link/1` for options.
"""
@spec child_spec(prometheus_options()) :: Supervisor.child_spec()
def child_spec(options) do
opts = ensure_options(options)
id =
case Keyword.get(opts, :name, :prometheus_metrics) do
name when is_atom(name) -> name
{:global, name} -> name
{:via, _, name} -> name
end
spec = %{
id: id,
start: {Registry, :start_link, [opts]}
}
Supervisor.child_spec(spec, [])
end
@doc """
Start the `TelemetryMetricsPrometheus.Core.Supervisor`
Available options:
* `:name` - name of the reporter instance. Defaults to `:prometheus_metrics`
* `:metrics` - a list of metrics to track.
* `:start_async - used to configure how the `TelemetryMetricsPrometheus.Core.Supervisor`
GenServer starts. When set to false, all of the metrics defined in `:metrics` are
initialized in the GenServer's `init/1` callback effectively blocking the supervision
tree from proceeding until all Telemetry event handlers are initialized. This is
useful if subsequent supervision tree children emit events on start up and you don't
want to miss those events due to an async start. Defaults to `true`.
"""
@spec start_link(prometheus_options()) :: GenServer.on_start()
def start_link(options) do
opts = ensure_options(options)
Registry.start_link(opts)
end
@doc """
Returns a metrics scrape in Prometheus exposition format for the given reporter
name - defaults to `:prometheus_metrics`.
"""
@spec scrape(name :: atom()) :: String.t()
def scrape(name \\ :prometheus_metrics) do
config = Registry.config(name)
metrics = Registry.metrics(name)
:ok = Aggregator.aggregate(metrics, config.aggregates_table_id, config.dist_table_id)
Aggregator.get_time_series(config.aggregates_table_id)
|> Exporter.export(metrics)
end
@spec ensure_options(prometheus_options()) :: prometheus_options()
defp ensure_options(options) do
Keyword.merge(default_options(), options)
end
@spec default_options() :: prometheus_options()
defp default_options() do
[
name: :prometheus_metrics
]
end
end