11 KiB
Customizing OpenTelemetry .NET SDK for Metrics
MeterProvider
As shown in the getting-started doc, a valid
MeterProvider
must be configured and built to collect metrics with OpenTelemetry .NET Sdk.
MeterProvider holds all the configuration for metrics like MetricReaders,
Views, etc. Naturally, almost all the customizations must be done on the
MeterProvider.
Building a MeterProvider
Building a MeterProvider is done using MeterProviderBuilder which must be
obtained by calling Sdk.CreateMeterProviderBuilder(). MeterProviderBuilder
exposes various methods which configure the provider it is going to build. These
include methods like AddMeter, AddView etc, and are explained in subsequent
sections of this document. Once configuration is done, calling Build() on the
MeterProviderBuilder builds the MeterProvider instance. Once built, changes
to its configuration is not allowed. In most cases, a single MeterProvider is
created at the application startup, and is disposed when application shuts down.
The snippet below shows how to build a basic MeterProvider. This will create a
provider with default configuration, and is not particularly useful. The
subsequent sections show how to build a more useful provider.
using OpenTelemetry;
using OpenTelemetry.Metrics;
using var meterProvider = Sdk.CreateMeterProviderBuilder().Build();
MeterProvider configuration
MeterProvider holds the metrics configuration, which includes the following:
- The list of
Meters from which instruments are created to report measurements. - The list of instrumentations enabled via Instrumentation Library.
- The list of MetricReaders, including exporting readers which exports metrics to Exporters
- The Resource associated with the metrics.
- The list of Views to be used.
Meter
Meter
is used for creating
Instruments,
which are then used to report
Measurements.
The SDK follows an explicit opt-in model for listening to meters. i.e, by
default, it listens to no meters. Every meter which is used to create
instruments must be explicitly added to the meter provider.
AddMeter method on MeterProviderBuilder can be used to add a Meter to the
provider. The name of the Meter (case-insensitive) must be provided as an
argument to this method. AddMeter can be called multiple times to add more
than one meters. It also supports wild-card subscription model.
It is not possible to add meters once the provider is built by the
Build() method on the MeterProviderBuilder.
The snippet below shows how to add meters to the provider.
using OpenTelemetry;
using OpenTelemetry.Metrics;
using var meterProvider = Sdk.CreateMeterProviderBuilder()
// The following enables instruments from Meter
// named "MyCompany.MyProduct.MyLibrary" only.
.AddMeter("MyCompany.MyProduct.MyLibrary")
// The following enables instruments from all Meters
// whose name starts with "AbcCompany.XyzProduct.".
.AddMeter("AbcCompany.XyzProduct.*")
.Build();
See Program.cs for complete example.
Note: A common mistake while configuring MeterProvider is forgetting to
add the required Meters to the provider. It is recommended to leverage the
wildcard subscription model where it makes sense. For example, if your
application is expecting to enable instruments from a number of libraries from a
company "Abc", the you can use AddMeter("Abc.*") to enable all meters whose
name starts with "Abc.".
View
A
View
provides the ability to customize the metrics that are output by the SDK.
Following sections explains how to use this feature. Each section has two code
snippets. The first one uses an overload of AddView method that takes in the
name of the instrument as the first parameter. The View configuration is then
applied to the matching instrument name. The second code snippet shows how to
use an advanced selection criteria to achieve the same results. This requires
the user to provide a Func<Instrument, MetricStreamConfiguration> which offers
more flexibility in filtering the instruments to which the View should be
applied.
Rename an instrument
When SDK produces Metrics, the name of Metric is by default the name of the instrument. View may be used to rename a metric to a different name. This is particularly useful if there are conflicting instrument names, and you do not own the instrument to create it with a different name.
// Rename an instrument to new name.
.AddView(instrumentName: "MyCounter", name: "MyCounterRenamed")
// Advanced selection criteria and config via Func<Instrument, MetricStreamConfiguration>
.AddView((instrument) =>
{
if (instrument.Meter.Name == "CompanyA.ProductB.LibraryC" &&
instrument.Name == "MyCounter")
{
return new MetricStreamConfiguration() { Name = "MyCounterRenamed" };
}
return null;
})
Drop an instrument
When using AddMeter to add a Meter to the provider, all the instruments from
that Meter gets subscribed. Views can be used to selectively drop an
instrument from a Meter. If the goal is to drop every instrument from a Meter,
then it is recommended to simply not add that Meter using AddMeter.
// Drop the instrument "MyCounterDrop".
.AddView(instrumentName: "MyCounterDrop", MetricStreamConfiguration.Drop)
// Advanced selection criteria and config via Func<Instrument, MetricStreamConfiguration>
.AddView((instrument) =>
{
if (instrument.Meter.Name == "CompanyA.ProductB.LibraryC" &&
instrument.Name == "MyCounterDrop")
{
return MetricStreamConfiguration.Drop;
}
return null;
})
Select specific tags
When recording a measurement from an instrument, all the tags that were provided are reported as dimensions for the given metric. Views can be used to selectively choose a subset of dimensions to report for a given metric. This is useful when you have a metric for which only a few of the dimensions associated with the metric are of interest to you.
// Only choose "name" as the dimension for the metric "MyFruitCounter"
.AddView(
instrumentName: "MyFruitCounter",
metricStreamConfiguration: new MetricStreamConfiguration
{
TagKeys = new string[] { "name" },
})
...
// Only the dimension "name" is selected, "color" is dropped
MyFruitCounter.Add(1, new("name", "apple"), new("color", "red"));
MyFruitCounter.Add(2, new("name", "lemon"), new("color", "yellow"));
MyFruitCounter.Add(2, new("name", "apple"), new("color", "green"));
...
// If you provide an empty `string` array as `TagKeys` to the `MetricStreamConfiguration`
// the SDK will drop all the dimensions associated with the metric
.AddView(
instrumentName: "MyFruitCounter",
metricStreamConfiguration: new MetricStreamConfiguration
{
TagKeys = new string[] { },
})
...
// both "name" and "color" are dropped
MyFruitCounter.Add(1, new("name", "apple"), new("color", "red"));
MyFruitCounter.Add(2, new("name", "lemon"), new("color", "yellow"));
MyFruitCounter.Add(2, new("name", "apple"), new("color", "green"));
...
// Advanced selection criteria and config via Func<Instrument, MetricStreamConfiguration>
.AddView((instrument) =>
{
if (instrument.Meter.Name == "CompanyA.ProductB.LibraryC" &&
instrument.Name == "MyFruitCounter")
{
return new MetricStreamConfiguration
{
TagKeys = new string[] { "name" },
};
}
return null;
})
Specify custom boundaries for Histogram
By default, the boundaries used for a Histogram are { 0, 5, 10, 25, 50, 75, 100, 250, 500, 1000}.
Views can be used to provide custom boundaries for a Histogram. The measurements
are then aggregated using the custom boundaries provided instead of the the
default boundaries. This requires the use of ExplicitBucketHistogramConfiguration.
// Change Histogram boundaries to count measurements under the following buckets:
// (-inf, 10]
// (10, 20]
// (20, +inf)
.AddView(
instrumentName: "MyHistogram",
new ExplicitBucketHistogramConfiguration
{ Boundaries = new double[] { 10, 20 } })
// If you provide an empty `double` array as `Boundaries` to the `ExplicitBucketHistogramConfiguration`,
// the SDK will only export the sum and count for the measurements.
// There are no buckets exported in this case.
.AddView(
instrumentName: "MyHistogram",
new ExplicitBucketHistogramConfiguration { Boundaries = new double[] { } })
// Advanced selection criteria and config via Func<Instrument, MetricStreamConfiguration>
.AddView((instrument) =>
{
if (instrument.Meter.Name == "CompanyA.ProductB.LibraryC" &&
instrument.Name == "MyHistogram")
{
// `ExplicitBucketHistogramConfiguration` is a child class of `MetricStreamConfiguration`
return new ExplicitBucketHistogramConfiguration
{
Boundaries = new double[] { 10, 20 },
};
}
return null;
})
NOTE: The SDK currently does not support any changes to Aggregation type
for Views.
See Program.cs for a complete example.
Instrumentation
// TODO
MetricReader
// TODO
Resource
// TODO