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A proposal for SDK configurations for metric aggregation (Basic Views) (
#126) * Add a proposal for SDK configurations for metric aggregation. * rename file to match the PR # * fix markdown lint issues * clarify that this applies to the default SDK, and fill out the open questions * update the java example to fix the naming changes * Add another open question to the list. * Update text/0126-Configurable-Metric-Aggregations.md Co-authored-by: Chris Kleinknecht <[email protected]> * Update to use the 'view' terminology * another configuration/view replacement * Add a few more open questions, and a note that they will be resolved in the spec. * Update text/0126-Configurable-Metric-Aggregations.md Co-authored-by: Tyler Yahn <[email protected]> Co-authored-by: Chris Kleinknecht <[email protected]> Co-authored-by: Tyler Yahn <[email protected]> Co-authored-by: Bogdan Drutu <[email protected]>
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# A Proposal For SDK Support for Configurable Batching and Aggregations (Basic Views) | ||
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Add support to the default SDK for the ability to configure Metric Aggregations. | ||
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## Motivation | ||
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OpenTelemetry's architecture separates the concerns of instrumentation and operation. The Metric Instruments | ||
provided by the Metric API are all defined to have a default aggregation. And, by default, aggregations are | ||
performed with all Labels being used to define a unit of aggregation. Although this is a good default | ||
configuration for the SDK to provide, more configurability is needed. | ||
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There are 3 main use-cases that this proposal is intended to address: | ||
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1) The application developer/operator wishes to use an aggregation other than the default provided by the SDK | ||
for a given instrument or set of instruments. | ||
2) An exporter author wishes to inform the SDK what "Temporality" (delta vs. cumulative) the resulting metric | ||
data points represent. "Delta" means only metric recordings since the last reporting interval are considered | ||
in the aggregation, and "Cumulative" means that all metric recordings over the lifetime of the Instrument are | ||
considered in the aggregation. | ||
3) The application developer/operator wishes to constrain the cardinality of labels for metrics being reported | ||
to the metric vendor/backend of choice. | ||
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## Explanation | ||
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I propose a new feature for the default SDK, available on the interface of the SDK's MeterProvider implementation, to configure | ||
the batching strategies and aggregations that will be used by the SDK when metric recordings are made. This is the beginnings | ||
of a "Views" API, but does not intend to implement the full View functionality from OpenCensus. | ||
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The basic API has two parts. | ||
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* InstrumentSelector - Enables specifying the selection of one or more instruments for the configuration to apply to. | ||
- Selection options include: the instrument type (Counter, ValueRecorder, etc), and a regex for instrument name. | ||
- If more than one option is provided, they are considered additive. | ||
- Example: select all ValueRecorders whose name ends with ".duration". | ||
* View - configures how the batching and aggregation should be done. | ||
- 3 things can be specified: The aggregation (Sum, MinMaxSumCount, Histogram, etc), the "temporality" of the batching, | ||
and a set of pre-defined labels to consider as the subset to be used for aggregations. | ||
- Note: "temporality" can be one of "DELTA" and "CUMULATIVE" and specifies whether the values of the aggregation | ||
are reset after a collection is done or not, respectively. | ||
- If not all are specified, then the others should be considered to be requesting the default. | ||
- Examples: | ||
- Use a MinMaxSumCount aggregation, and provide delta-style batching. | ||
- Use a Histogram aggregation, and only use two labels "route" and "error" for aggregations. | ||
- Use a quantile aggregation, and drop all labels when aggregating. | ||
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In this proposal, there is only one View associated with each selector. | ||
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As a concrete example, in Java, this might look something like this: | ||
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```java | ||
// get a handle to the MeterSdkProvider (note, this is concrete name of the default SDK class in java, not a general SDK) | ||
MeterSdkProvider meterProvider = OpenTelemetrySdk.getMeterProvider(); | ||
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// create a selector to select which instruments to customize: | ||
InstrumentSelector instrumentSelector = InstrumentSelector.newBuilder() | ||
.instrumentType(InstrumentType.COUNTER) | ||
.build(); | ||
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// create a configuration of how you want the metrics aggregated: | ||
View view = | ||
View.create(Aggregations.minMaxSumCount(), Temporality.DELTA); | ||
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//register the configuration with the MeterSdkProvider | ||
meterProvider.registerView(instrumentSelector, view); | ||
``` | ||
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## Internal details | ||
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This OTEP does not specify how this should be implemented in a particular language, only the functionality that is desired. | ||
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A prototype with a partial implementation of this proposal in Java is available in PR form [here](https://github.com/open-telemetry/opentelemetry-java/pull/1412) | ||
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## Trade-offs and mitigations | ||
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This does not intend to deliver a full "Views" API, although it is the basis for one. The goal here is | ||
simply to allow configuration of the batching and aggregation by operators and exporter authors. | ||
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This does not intend to specify the exact interface for providing these configurations, nor does it | ||
consider a non-programmatic configuration option. | ||
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## Prior art and alternatives | ||
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* Prior Art is probably mostly in the [OpenCensus Views](https://opencensus.io/stats/view/) system. | ||
* Another [OTEP](https://github.com/open-telemetry/oteps/pull/89) attempted to address building a Views API. | ||
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## Open questions (to be resolved in an official specification) | ||
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1. Should custom aggregations be allowable for all instruments? How should an SDK respond to a request for a non-supported aggregation? | ||
2. Should the requesting of DELTA vs. CUMULATIVE be only available via an exporter-only API, rather than generally available to all operators? | ||
3. Is regex-based name matching too broad and dangerous? Would the alternative (having to know the exact name of all instruments to configure) be too onerous? | ||
4. Is there anything in this proposal that would make implementing a full Views API (i.e. having multiple, named aggregations per instrument) difficult? | ||
5. How should an exporter interact with the SDK for which it is configured, in order to change aggregation settings? | ||
6. Should the first implementation include label reduction, or should that be done in a follow-up OTEP/spec? | ||
7. Does this support disabling an aggregation altogether, and if so, what is the interface for that? | ||
8. What is the precedence of selectors, if more than one selector can apply to a given Instrument? | ||
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## Future possibilities | ||
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What are some future changes that this proposal would enable? | ||
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- A full-blown views API, which would allow multiple "views" per instrument. It's unclear how an exporter would specify which one it wanted, or if it would all the generated metrics. | ||
- Additional non-programmatic configuration options. |