From e8d8c5ee1191e59c4301bf19fae8868ce9f39552 Mon Sep 17 00:00:00 2001 From: "kristina.pathak" Date: Wed, 29 May 2024 15:20:08 -0700 Subject: [PATCH] pipeline monitoring otep draft --- ...8-pipeline-monitoring-connector-sankey.png | Bin 0 -> 162421 bytes .../0238-pipeline-monitoring-connector.png | Bin 0 -> 223189 bytes text/img/0238-pipeline-monitoring-sankey.png | Bin 0 -> 958585 bytes text/img/0238-pipeline-monitoring.png | Bin 0 -> 211028 bytes text/metrics/0238-pipeline-monitoring.md | 495 ++++++++++++++++++ 5 files changed, 495 insertions(+) create mode 100644 text/img/0238-pipeline-monitoring-connector-sankey.png create mode 100644 text/img/0238-pipeline-monitoring-connector.png create mode 100644 text/img/0238-pipeline-monitoring-sankey.png create mode 100644 text/img/0238-pipeline-monitoring.png create mode 100644 text/metrics/0238-pipeline-monitoring.md diff --git a/text/img/0238-pipeline-monitoring-connector-sankey.png b/text/img/0238-pipeline-monitoring-connector-sankey.png 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The item is counted as `deferred:` combined with the failure + outcome that would otherwise have been counted. The failure outcome could be + transient or permanent. An example of when deferred would be used is in an + asynchronous Collector pipeline. + +Additional examples of these outcomes can be found in the Appendix. + +### Collector Pipelines With Multiple Exporter Components + +In an OpenTelemetry Collector pipeline, it's possible to have multiple +exporters. In this case, a telemetry item is counted once as an incoming item, +but, due to fanout, is counted in outgoing items as many times as the number of +exporters. If the pipeline is synchronous, the outcome for the incoming item is +recorded based on the rules in the below order: + +1. If there is a permanent error, that is used as the outcome. If there are + multiple permanent errors, choose them in the following order: + `rejected`, `deferred:rejected`, `unknown`, `deferred:unknown`. +2. If there is a transient error, that is used as the outcome. If there are + multiple transient errors, choose them in the following order: + `dropped`, `deferred:dropped`, `timeout`, `deferred:timeout`, `exhausted`, + `deferred:exhausted`, `retryable`, `deferred:retryable`. +3. If there are only successful outcomes, choose them in the following order: + `accepted`, `discarded`. + +### Outcomes Can Be Asymmetric + +There are a few reasons why a telemetry item may have a different outcome +between incoming and outgoing item instruments. + +One example is when timeouts are configured independently between segments. A +preceding segment's timeout being smaller than a following segment's timeout +may cause outgoing items to have `timeout` outcomes while the corresponding +incoming items have different outcomes. + +Another example is an OpenTelemetry Collector pipeline that is asynchronous. +If a receiver responsible for recording the outcome of an incoming item is +given a successful response by its following component, it will record an +`accepted` outcome regardless of the result in, for example, the exporter. For +these cases, exporters are expected to use the `deferred:` outcome categories +to signal to monitoring systems especially the failure outcomes that were not +seen by preceders. + +### SDK-specific considerations + +OpenTelemetry SDKs receive telemetry from multiple components. In +addition to telemetry originating from OpenTelemetry APIs, +signal-specific bridges also insert telemetry into the SDK pipeline. + +The asymmetry between incoming and outgoing item outcomes that is seen for +Collectors is not a consideration for SDKs, because [OpenTelemetry +APIs _by definition_ do not return errors to the +caller](https://github.com/open-telemetry/opentelemetry-specification/blob/main/specification/library-guidelines.md#api-and-minimal-implementation). +The use of an incoming item metric instrument is not specified for SDKs, +even though it can be meaningfully defined, because there is no additional +information gained from the metric. The origin of sdk_incoming_items is always +`inserted`, and the incoming item outcomes always match the outgoing item +outcomes in SDK pipelines. For this reason, there is no +`otelsdk_incoming_items` in this proposal. + +Similarly, SDKs are not meant to use the `deferred:` outcome prefix, +as there is not a meaningful distinction to be made. + +Like the OpenTelemetry Collector, SDK pipelines may discard (e.g., by +sampling) and drop (e.g., because queue-full) items. + +## Metric instrument summary + +The specified counter names are: + +- `otelcol_incoming_items`: The number of items received or inserted into a pipeline. +- `otelcol_outgoing_items`: The number of items discarded, dropped, or exported by a Collector pipeline segment. +- `otelsdk_outgoing_items`: The number of items discarded, dropped, or exported by a SDK pipeline segment. + +### Recommended conventional attributes + +- `otel.error` (boolean): This is true or false depending on whether the + outcome is considered a failure or a success. See the chart below. +- `otel.outcome` (string): This describes the outcome in a more specific + way than `otel.error`. +- `otel.signal` (string): This is the name of the signal (e.g., "logs", + "metrics", "traces"). +- `otel.service` (string): Name of the service. +- `otel.component` (string): Name of the component in a service. +- `otel.pipeline` (string): Name of the pipeline in a service, to distinguish multiple. +- `otel.origin` (string): Only for `otelcol_incoming_items`, to distinguish + items `received` from a preceder and items `inserted` by the service/component. + +### Success, Outcome matrix + +| `otel.outcome` | `otel.error` | Export Attempted? | Export Success? | Meaning | +|--------------------|--------------|-------------------|-----------------|---------------------------------------------------------------| +| accepted | false | true | true | Data (successfully) sent | +| discarded | false | false | true | Data (successfully) discarded | +| dropped | true | false | false | Request never started, error returned | +| timeout | true | true | false | Request started, timed out, error returned | +| exhausted | true | true | false | Request started, insufficient resources, error returned | +| retryable | true | true | false | Request started, retryable error status, error returned | +| rejected | true | true | false | Request completed, permanent error status, error returned | +| unknown | true | true | true | Request has unknown outcome | +| deferred:dropped | true | false | true | Request never started, error NOT returned | +| deferred:timeout | true | true | true | Request started, timed out, error NOT returned | +| deferred:exhausted | true | true | true | Request started, insufficient resources, error NOT returned | +| deferred:retryable | true | true | true | Request started, retryable error status, error NOT returned | +| deferred:rejected | true | true | true | Request completed, permanent error status, error NOT returned | +| deferred:unknown | true | true | true | Request has unknown outcome, error NOT returned | + +## Pipeline equations + +Defining the above metric instruments allows for accounting for all telemetry +items in a pipeline within and between segments. + +The incoming categories, leading to the first pipeline segment equation: + +- **Received**: An item of telemetry was exported from a preceding pipeline segment +- **Inserted**: An item of telemetry was inserted by this pipeline segment + +The first equation: + +``` +Incoming(Segment) == Recieved(Segment) + Inserted(Segment) +``` + +The outgoing categories, leading to the second pipeline segment equation: + +- **Exported**: An attempt was made to export the telemetry to a following pipeline segment +- **Discarded**: Considered success, an item of telemetry was eliminated (i.e., export never attempted) +- **Dropped**: Considered failure, an item of telemetry was eliminated (i.e., export never attempted) + +The second equation: + +``` +Outgoing(Segment) == Discarded(Segment) + Dropped(Segment) + Exported(Segment) +``` + +Note that the incoming categories match the origin attribute, while the +outgoing categories look like a pared down version of the outcome attribute. +However, the exported category here encompasses all outcomes where export +is attempted. The `exported` outcome is only when export is successful. + +The third equation states that the sum of all incoming items should equal the +sum of all outgoing items. + +``` +Incoming(Segment) == Outgoing(Segment) +``` + +#### Invariant checking + +In order to use these equations exactly as written, it is important to +recognize that incoming and outgoing accounting is independent and +that these signals can lead or lag each order, depending on pipeline +configuration. + +The simplest way to check the invariants, therefore, is to "drain" the +pipeline so that it is empty, meaning all items have been accounted +for. For the OpenTelemetry Collector, therefore, it should be +possible to verify this and warn about improper accounting during +shutdown. After a pipeline has been drained and the individual +components shut down, we expect the incoming and outgoing instrument +values to match exactly. + +### Measuring Pipeline Loss Between Segments + +Considering an Exporter and Receiver pair connecting two OpenTelemetry +Collector pipeline segments, we expect ideally the number exported to +match the number received. + +``` +Exported(Preceder) == Received(Follower) +``` + +Where Exported and Received counts are defined by the first and second +equations above, noting that Exported excludes Dropped or Discarded +outcomes. + +When an exporter retries the same item on failures, the equality changes: + +``` +Exported(Preceder) <= Received(Follower) +``` + +However, some outcomes in the preceder don't indicate that the follow ever +received (and therefore couldn't count) the item. This is in the case where a +timeout has occurred on the exporter side before any response from the +follower. In this case, the equality shifts the other way: + +``` +Exported(Preceder) >= Received(Follower) +``` + +We can describe exported items that have definitely received a response from +the follower by removing `retryable` and `timeout`: + +``` +Exported_Responded(Segment) == Exported(Segment) - Retryable(Segment) - Timeout(Segment) +``` + +In a real pipeline, therefore, we expect: + +``` +Exported_Responded(Preceder) <= Received(Follower) +``` + +When an observability platform detects an out-of-range value, there is +likely to be a defective pipeline or missing instrumentation. + +### Measuring Total Pipeline Loss + +*WIP: Figure this out. This is a bit subjective. What does an end user expect +when calculating total items dropped in failure?* + +## Example scenarios + +### Agent and Gateway + +![image](../img/0238-pipeline-monitoring.png) + +![image](../img/0238-pipeline-monitoring-sankey.png) + +This example shows multiple pipeline segments with varying outcomes captured in +the same diagram. This is focused on one signal, so signal information isn't +specified. + +*WIP: add details* + +### Spanmetrics Connector + +![image](../img/0238-pipeline-monitoring-connector.png) + +![image](../img/0238-pipeline-monitoring-connector-sankey.png) + +This example shows both trace and metric signals sent through an OpenTelemetry +Collector with a spanmetrics connector as well as multiple exporters. + +*WIP: add details* + +### Exporterhelper and batch processor + +*WIP: add details* + +### Retries + +*WIP: add details* + +## Alternatives Considered + +#### Alternative: Don't Count Outcome for Incoming Items + +We need this for when earlier components in segments have their own timeouts. +This allows us to capture the timeout error in an asynchronous Collector +pipeline. It also helps with accounting for telemetry items in a segment. + +#### Alternative: Distinct Metrics Per Outcome + +Using one metric instrument per incoming items outcome and one metric +instrument per outgoing items outcome has known difficulties. To define a ratio +between any one outcome and the total requires a metric formula defined by all +the outcomes. On other hand, it is common practice using OpenTelemetry metrics +to aggregate by attribute. When a single metric instrument is used with an +attribute for distinct outcomes, it is easier and more convenient to define +ratios and build area charts from the resulting data. + +The use of per-outcome counters is also logically confusing. For example, +existing OpenTelemetry collector metrics for exporters have both `sent` and +`send_failed` metrics. However, `sent` only counts success outcomes. A user +could easily believe that the failure ratio is defined as `send_failed / sent`, +since (logically) something has to be sent before the send can fail. The +correct failure ratio using exclusive counters is +`send_failed / (sent + send_failed)`, but users can easily miss this detail. +Moreover, when exclusive counters have been defined in this manner, it is +impossible to define new outcomes, as every formula must be updated. + +### Alternative: Indistinct prefixes for SDKs and Collectors + +There is a potential to use the same metric names to describe SDK instruments +and Collector instruments. However, we find two reasons this unification step +should be avoided. + +1. We seek to avoid aggregations combining first-class SDKs producers, SDK + consumer components (i.e., bridges) and Collector producers, which do not + have corresponding consumer metrics. +2. (really a specific case of the first) We seek to avoid aggregations that + combine OpenTelemetry Collector pipeline metrics with SDK pipeline metrics + in the same process, when the OpenTelemetry SDK instruments the + OpenTelemetry Collector. + +## Appendix + +### Exhausted Outcome Callout + +The `exhausted` outcome is meant to map to the gRPC RESOURCE_EXHAUSTED +status code and the HTTP 429 status code. These codes are special and +distinct from the general-purpose `retryable` outcome because: + +- The failures they represent should generally be excluded in + calculating service-level objectives. When these error codes are + returned, it is the caller's responsibility to remediate. +- This outcome may lead to specifically different load-balancer + behavior, so it is an important signal for monitoring pipeline + health. + +### Examples of each outcome + +#### Success, Accepted + +This is the common success case. The item(s) were sent to the follower in the +pipeline and the result was success. It does not matter whether the request was +deferred or not when telemetry is `accepted`. + +#### Success, Discarded + +A segment was configured with instructions not to pass certain data. For +example, a sampler or a filter processor that decides not to pass an item for +any reason, when it is considered success. + +#### Dropped and Deferred-Dropped + +(If deferred: A component returned success to its preceder, then ...) + +The component never sent the item(s) due to limits in effect. For example, +shutdown was ordered and the queue could not be drained in time due to a +limit on parallelism. Another example is dropping due to resource limitations. + +#### Timeout and Deferred-Timeout + +(If deferred: A component returned success to its preceder, then ...) + +The component attempted sending the item(s), and the item(s) did not +succeed before the deadline expired or the timeout elapsed. + +#### Exhausted and Deferred-Exhausted + +(If deferred: A component returned success to its preceder, then ...) + +The component attempted sending the item(s), and the consumer +indicated its (or its consumers') resources were exceeded. + +#### Retryable and Deferred-Retryable + +(If deferred: A component returned success to its preceder, then ...) + +The component attempted sending the item(s), and the response was some +kind of retryable condition not covered by `timeout` or `exhausted`. +This could be host unavailable, for example. + +#### Rejected and Deferred-Rejected + +(If deferred: A component returned success to its preceder, then ...) + +The component attempted sending the item(s), but the response was some +kind of non-retryable condition. This could be host access denied, +for example. + +#### Deferred-Unknown + +A component returned success to its preceder, then the component +attempted sending the item(s), and that is all we know. \ No newline at end of file

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