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document ResourceUsage and Metrics CR (#975)
* Add docs * add ResourceUsage and Metrics document details * revise based on comments * revise based on comments * revise based on comments * revise based on comments * revise based on comments * revise based on comments --------- Co-authored-by: Shiming Zhang <[email protected]>
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# Let's getting started with kwokctl! | ||
kwokctl create cluster --enable-metrics-server -c ./kustomize/metrics/resource/metrics-resource.yaml -c ./kustomize/metrics/usage/usage-from-annotation.yaml | ||
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kwokctl scale node --replicas 2 | ||
kwokctl scale pod --replicas 8 | ||
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# Wait for a while to let the metrics server collect the metrics. | ||
sleep 45 | ||
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# Now we can check the metrics. | ||
kubectl top node | ||
kubectl top pod | ||
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# Let's add some usage metrics to the pods. | ||
kubectl patch pod pod-000000 --type=json -p='[{"op":"add","path":"/metadata/annotations","value":{"kwok.x-k8s.io/usage-cpu":"10000m","kwok.x-k8s.io/usage-memory":"10000Mi"}}]' | ||
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# Wait for a while to let the metrics server collect the metrics. | ||
sleep 15 | ||
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# Now we can check the metrics again. | ||
kubectl top node | ||
kubectl top pod | ||
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# Delete the cluster. | ||
kwokctl delete cluster | ||
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# That's all, enjoy it! | ||
clear |
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# Metrics Resource | ||
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This Metrics simulates kubelet's `/metrics/resource` endpoint. | ||
Please refer to [Metrics](https://kwok.sigs.k8s.io/docs/user/metrics-configuration) for more on how it works. | ||
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# Resource Usage | ||
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This ResourceUsage simulates the resource usage of Pod(s) based on information collected from the respective annotations. | ||
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Provided two annotations for Pod(s): | ||
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- `kwok.x-k8s.io/usage-cpu` | ||
- `kwok.x-k8s.io/usage-memory` |
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--- | ||
title: "CEL Expressions in `kwok`" | ||
--- | ||
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# Notes on CEL Expressions in `kwok` | ||
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The page provides a concise note on writing CEL expressions in `kwok` CRs. | ||
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Below is the list of all CRs in `kwok` that contains CEL based fields. | ||
* [Metric] | ||
* [ResourceUsage] | ||
* [ClusterResourceUsage] | ||
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You must follow [the CEL language specification] when writing the expressions. | ||
For predefined functions of CEL, please refer to [CEL predefined functions]. | ||
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Besides the built-in functions, `kwok` also provides some customized extension functions. | ||
An exhaustive list of all the extension functions with their usages is given below. | ||
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* `Now()`: takes no parameters and returns the current timestamp. | ||
* `Rand()`: takes no parameters and returns a random `float64` value. | ||
* `SinceSecond()` returns the seconds elapsed since a given resource (`pod` or `node`) was created. | ||
For example: `SinceSecond(pod)`, `node.SinceSecond(node)`. | ||
* `UnixSecond()` returns the Unix time of a given time of type `time.Time`. | ||
For example: , `UnixSecond(Now())`, `UnixSecond(node.metadata.creationTimestamp)`. | ||
* `Quantity()` returns a float64 value of a given Quantity value. For example: `Quantity("100m")`, `Quantity("10Mi")`. | ||
* `Usage()` returns the current instantaneous resource usage with the simulation data in [ResourceUsage (ClusterResourceUsage)]. | ||
For example: `Usage(pod, "memory")`, `Usage(node, "memory")`, `Usage(pod, "memory", container.name)` return the | ||
current working set of a resource (pod, node or container) in bytes. | ||
* `CumulativeUsage()` returns the cumulative resource usage in seconds with the simulation data given in [ResourceUsage (ClusterResourceUsage)]. | ||
For example: `CumulativeUsage(pod, "cpu")`, `CumulativeUsage(node, "cpu")`, `CumulativeUsage(pod, "cpu", container.name)` | ||
return a cumulative cpu time consumed by a resource (pod, node or container) in core-seconds. | ||
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Additionally, `kwok` provides three special CEL variables `node`, `pod`, and `container` that could be used | ||
in the expressions. | ||
The three variables are set to the corresponding node, pod, container resource object respectively and users can | ||
reference any nested fields of the resource objects simply via the CEL field selection expression (`e.f` format). | ||
For example, you could use expression `node.metadata.name` to obtain the node name. | ||
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{{< hint "info" >}} | ||
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The functions with at least one parameter can be called in a receiver call-style. | ||
That is, a function call like `f(e1, e2)` can also be called in style `e1.f(e2)`. For example, you can use `pod.Usage("memory")` | ||
as an alternative to `Usage(pod, "memory")`. | ||
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{{< /hint >}} | ||
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It is worth noting that the use of some extension functions is restricted to specific CRs and contexts in the sense | ||
that they are not generic but designed for special evaluating tasks. | ||
The detailed limitations are described below. | ||
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## Functions Limitation | ||
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Function `Usage()` and `CumulativeUsage()` can only be used in the Metric resource. | ||
For other functions listed above, users are also allowed to use them in ResourceUsage and ClusterResourceUsage | ||
to build dynamic resource usage patterns. | ||
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The reason behind is that when `kwok` evaluates functions `Usage()` or `CumulativeUsage()`, | ||
it actually takes the simulation data given in ResourceUsage and ClusterResourceUsage to obtain metric values. | ||
Therefore, please ensure that the associated ResourceUsage or ClusterResourceUsage with the needed resource types | ||
(cpu or memory) are also provided when using function `Usage()` and `CumulativeUsage()`. | ||
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## Variables Limitation | ||
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When using the three special CEL variables `node`, `pod`, and `container` in Metric resource, you should follow the below rules. | ||
* When `dimension` is `node`: only `node` variable can be used. | ||
* When `dimension` is `pod`: only `node`, `pod` can be used. | ||
* When `dimension` is `container`: `node`, `pod`, `container` all can be used. | ||
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[Metric]: {{< relref "/docs/generated/apis" >}}#kwok.x-k8s.io/v1alpha1.Metric | ||
[ResourceUsage]: {{< relref "/docs/generated/apis" >}}#kwok.x-k8s.io/v1alpha1.ResourceUsage | ||
[ClusterResourceUsage]: {{< relref "/docs/generated/apis" >}}#kwok.x-k8s.io/v1alpha1.ClusterResourceUsage | ||
[the CEL language specification]: https://github.com/google/cel-spec/blob/master/doc/langdef.md | ||
[CEL predefined functions]: https://github.com/google/cel-spec/blob/master/doc/langdef.md#list-of-standard-definitions |
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--- | ||
title: "Go Template in `kwok`" | ||
--- | ||
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# Notes on Go Template in `kwok` | ||
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The page provides a concise note on writing go templates in kwok CRs. | ||
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Currently, only `Stage` CR has go template based fields (`Spec.Next.StatusTemplate`). | ||
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You must follow [the go text template syntax] when writing the templates. | ||
For predefined functions of go text template, please refer to [go text template functions]. | ||
Besides the built-in functions, `kwok` also supports [sprig template functions]. | ||
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It is worth noting that the "context" (which is denoted by the period character `.` ) to a template in `kwok` is set to the | ||
referenced Kubernetes resource. | ||
For example, you can use `.metadata.name` in a template to obtain the corresponding Kubernetes resource name. | ||
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[the go text template syntax]: https://pkg.go.dev/text/template | ||
[go text template functions]: https://pkg.go.dev/text/template#hdr-Functions | ||
[sprig template functions]: https://masterminds.github.io/sprig/ |
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--- | ||
title: "Metrics" | ||
--- | ||
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# Metrics Configuration | ||
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{{< hint "info" >}} | ||
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This document walks you through how to configure the Metrics feature. | ||
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{{< /hint >}} | ||
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## What is a Metrics? | ||
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The [Metrics] is a [`kwok` Configuration][configuration] that allows users to define and simulate metrics endpoints exposed by kubelet. | ||
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The YAML below shows all the fields of a Metrics resource: | ||
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``` yaml | ||
kind: Metrics | ||
apiVersion: kwok.x-k8s.io/v1alpha1 | ||
metadata: | ||
name: <string> | ||
spec: | ||
path: <string> | ||
metrics: | ||
- name: <string> | ||
help: <string> | ||
kind: <string> | ||
dimension: <string> | ||
labels: | ||
- name: <string> | ||
value: <string> | ||
value: <string> # for counter and gauge | ||
buckets: # for histogram | ||
- le: <float64> | ||
value: <string> | ||
hidden: <bool> | ||
``` | ||
There are total four metric-related endpoints in kubelet: `/metrics`, `/metrics/resource`, `/metrics/probe` and `/metrics/cadvisor`, | ||
all of which are exposed with a Prometheus style. The Metrics resource is capable of simulating endpoints with such style. | ||
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To simulate a metric endpoint, first, you need to specify the RESTful `path` of the endpoint, | ||
which will be installed and exposed by the metric service of `kwok` at port `10247` after applied. | ||
The `path` must start with `/metrics`, otherwise, `kwok` will not install it. | ||
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{{< hint "info" >}} | ||
Starting from metrics-server 0.7.0, it is allowed to specify the path to scrape metrics for a node. | ||
Specifically, metrics-server will check if a node has annotation `metrics.k8s.io/resource-metrics-path` | ||
and use it as the target metric scrape path. | ||
Combined with the Metric CR, the feature makes it possible to integrate `kwok` and metrics-server. | ||
For a fake node, by adding that annotation and setting its value to the `path` | ||
specified in a Metric resource, metrics-server will collect data from the endpoints exposed by `kwok` instead of | ||
scrapping from kubelet. | ||
{{< /hint >}} | ||
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Besides, compared to kubelet, which only exposes the metric of the node it is located on, `kwok` needs to expose the | ||
metrics of all the fake nodes it manages. Instead of creating a separate Metric CR for each fake node, it is possible | ||
to bind all the metrics endpoints from different nodes into a single `path`. Metric CR allows for a built-in | ||
`{nodeName}` path parameter to be included in the `path` field. For example: `/metrics/nodes/{nodeName}/metrics/resource`. | ||
With `{nodeName}`, a single `path` is able to differentiate the metric data from different nodes. | ||
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The `metrics` field are used to customize the return body of the installed metrics endpoint. | ||
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The descriptions of each sub-field are available at [Metric API][Metric]. | ||
For readers' convenience, we also mirror the documents here with some additional notes. | ||
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`metrics` is a list of specific configuration items, with each corresponding to a Prometheus style metric: | ||
* `name` defines the metric name. | ||
* `labels` defines the metric labels, with each item corresponding to a specific metric label. | ||
- `name` is a const string that provides the label name. | ||
- `value` is represented as a CEL expression that dynamically determines the label value. | ||
For example: you can use `node.metadata.name` to reference the node name as the label value. | ||
* `help` defines the help string of a metric. | ||
* `kind` defines the type of the metric: `counter`, `gauge`, or `histogram`. | ||
* `dimension` defines where the data comes from. It could be `node`, `pod`, or `container`. | ||
* `value` is a CEL expression that defines the metric value if `kind` is `counter` or `gauge`. | ||
Please refer to [CEL expressions in `kwok`] for more detailed instructions that might be helpful to simulate the metric value. | ||
* `buckets` is exclusively for customizing the data of the metric of kind `histogram`. | ||
- `le`, which defines the histogram bucket’s upper threshold, has the same meaning as the one of Prometheus histogram bucket. | ||
That is, each bucket contains values less than or equal to `le`. | ||
- `value` is a CEL expression that provides the value of the bucket. | ||
- `hidden` indicates whether to show the bucket in the metric. | ||
But the value of the bucket will be calculated and cumulated into the next bucket. | ||
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Please refer to [Metrics for kubelet's "metrics/resource" endpoint][metrics resource endpoint] for a detailed example. | ||
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## Out-of-box Metric Config | ||
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`kwok` currently provides the [Metrics config][metrics resource endpoint] that is capable of | ||
simulating kubelet's `"metrics/resource"` endpoint. | ||
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To integrate the simulated endpoint with metrics-server (required version >= 0.7.0), add the | ||
`"metrics.k8s.io/resource-metrics-path": "/metrics/nodes/<nodeName>/metrics/resource"` annotation to the fake | ||
nodes managed by `kwok`. | ||
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<img width="700px" src="/img/demo/resource-usage.svg"> | ||
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[configuration]: {{< relref "/docs/user/configuration" >}} | ||
[Metrics]: {{< relref "/docs/generated/apis" >}}#kwok.x-k8s.io/v1alpha1.Metrics | ||
[CEL expressions in `kwok`]: {{< relref "/docs/user/cel-expressions" >}} | ||
[metrics resource endpoint]: https://github.com/kubernetes-sigs/kwok/blob/main/kustomize/metrics/resource | ||
[ResourceUsage (ClusterResourceUsage)]: {{< relref "/docs/user/resource-usage-configuration" >}} |
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