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Add FaaS metrics semantic conventions (#1736)
* Define FaaS Metric Semantics Closes #1013 * adjust faas metrics * fixes * docs * updates * fixes * update instruments * use attributes Co-authored-by: Michael Lavers <kolanos@gmail.com> Co-authored-by: Carlos Alberto Cortez <calberto.cortez@gmail.com>
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specification/metrics/semantic_conventions/faas-metrics.md
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# General | ||
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**Status**: [Experimental](../../document-status.md) | ||
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This document defines how to describe an instance of a function that runs without provisioning | ||
or managing of servers (also known as serverless functions or Function as a Service (FaaS)) with metrics. | ||
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The conventions described in this section are FaaS (function as a service) specific. When FaaS operations occur, | ||
metric events about those operations will be generated and reported to provide insights into the | ||
operations. By adding FaaS attributes to metric events it allows for finely tuned filtering. | ||
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**Disclaimer:** These are initial FaaS metric instruments and attributes but more may be added in the future. | ||
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<!-- Re-generate TOC with `markdown-toc --no-first-h1 -i` --> | ||
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<!-- toc --> | ||
- [Metric Instruments](#metric-instruments) | ||
* [FaaS Invocations](#faas-invocations) | ||
- [Attributes](#attributes) | ||
- [References](#references) | ||
* [Metric References](#metric-references) | ||
<!-- tocstop --> | ||
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## Metric Instruments | ||
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The following metric instruments MUST be used to describe FaaS operations. They MUST be of the specified | ||
type and units. | ||
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### FaaS Invocations | ||
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Below is a table of FaaS invocation metric instruments. | ||
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| Name | Instrument | Units | Description | | ||
|------|------------|----|-------------| | ||
| `faas.invoke_duration` | Histogram | milliseconds | Measures the duration of the invocation | | ||
| `faas.init_duration` | Histogram | milliseconds | Measures the duration of the function's initialization, such as a cold start | | ||
| `faas.coldstarts` | Counter | default unit | Number of invocation cold starts. | | ||
| `faas.errors` | Counter | default unit | Number of invocation errors. | | ||
| `faas.executions` | Counter | default unit | Number of successful invocations. | | ||
| `faas.timeouts` | Counter | default unit | Number of invocation timeouts. | | ||
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Optionally, when applicable: | ||
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| Name | Instrument | Units | Description | | ||
|------|------------|----|-------------| | ||
| `faas.mem_usage` | Histogram | bytes | Distribution of max memory usage per invocation | | ||
| `faas.cpu_usage` | Histogram | milliseconds | Distribution of cpu usage per invocation | | ||
| `faas.net_io` | Histogram | bytes | Distribution of net I/O usage per invocation | | ||
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## Attributes | ||
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Below is a table of the attributes to be included on FaaS metric events. | ||
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| Name | Recommended | Notes and examples | | ||
|------|-------------|--------------------| | ||
| `faas.trigger` | Yes | Type of the trigger on which the function is invoked. SHOULD be one of: `datasource`, `http`, `pubsub`, `timer`, `other` | | ||
| `faas.invoked_name` | Yes | Name of the invoked function. Example: `my-function` | | ||
| `faas.invoked_provider` | Yes | Cloud provider of the invoked function. Corresponds to the resource `cloud.provider`. Example: `aws` | | ||
| `faas.invoked_region` | Yes | Cloud provider region of invoked function. Corresponds to resource `cloud.region`. Example: `us-east-1` | | ||
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More details on these attributes, the function name and the difference compared to the faas.invoked_name can be found at the related [FaaS tracing specification](../../trace/semantic_conventions/faas.md). | ||
For incoming FaaS executions, the function for which metrics are reported is already described by its [FaaS resource attributes](../../resource/semantic_conventions/faas.md). | ||
Outgoing FaaS executions are identified using the `faas.invoked_*` attributes above. | ||
`faas.trigger` SHOULD be included in all metric events while `faas.invoked_*` attributes apply on outgoing FaaS execution events only. | ||
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## References | ||
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### Metric References | ||
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Below are links to documentation regarding metrics that are available with different | ||
FaaS providers. This list is not exhaustive. | ||
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* [AWS Lambda Metrics](https://docs.aws.amazon.com/lambda/latest/dg/monitoring-metrics.html) | ||
* [AWS Lambda Insight Metrics](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/Lambda-Insights-metrics.html) | ||
* [Azure Functions Metrics](https://docs.microsoft.com/azure/azure-monitor/platform/metrics-supported) | ||
* [Google CloudFunctions Metrics](https://cloud.google.com/monitoring/api/metrics_gcp#gcp-cloudfunctions) | ||
* [OpenFaas Metrics](https://docs.openfaas.com/architecture/metrics/) |