VictoriaMetrics/docs/helm/victoria-metrics-anomaly/README.md

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Victoria Metrics Anomaly Detection - a service that continuously scans Victoria Metrics time series and detects unexpected changes within data patterns in real-time.
## Prerequisites
* Install the follow packages: ``git``, ``kubectl``, ``helm``, ``helm-docs``. See this [tutorial](https://docs.victoriametrics.com/helm/requirements/).
* PV support on underlying infrastructure
## Chart Details
This chart will do the following:
* Rollout victoria metrics anomaly
## How to install
Access a Kubernetes cluster.
### Setup chart repository (can be omitted for OCI repositories)
Add a chart helm repository with follow commands:
```console
helm repo add vm https://victoriametrics.github.io/helm-charts/
helm repo update
```
List versions of `vm/victoria-metrics-anomaly` chart available to installation:
```console
helm search repo vm/victoria-metrics-anomaly -l
```
### Install `victoria-metrics-anomaly` chart
Export default values of `victoria-metrics-anomaly` chart to file `values.yaml`:
- For HTTPS repository
```console
helm show values vm/victoria-metrics-anomaly > values.yaml
```
- For OCI repository
```console
helm show values oci://ghcr.io/victoriametrics/helm-charts/victoria-metrics-anomaly > values.yaml
```
Change the values according to the need of the environment in ``values.yaml`` file.
Test the installation with command:
- For HTTPS repository
```console
helm install vma vm/victoria-metrics-anomaly -f values.yaml -n NAMESPACE --debug --dry-run
```
- For OCI repository
```console
helm install vma oci://ghcr.io/victoriametrics/helm-charts/victoria-metrics-anomaly -f values.yaml -n NAMESPACE --debug --dry-run
```
Install chart with command:
- For HTTPS repository
```console
helm install vma vm/victoria-metrics-anomaly -f values.yaml -n NAMESPACE
```
- For OCI repository
```console
helm install vma oci://ghcr.io/victoriametrics/helm-charts/victoria-metrics-anomaly -f values.yaml -n NAMESPACE
```
Get the pods lists by running this commands:
```console
kubectl get pods -A | grep 'vma'
```
Get the application by running this command:
```console
helm list -f vma -n NAMESPACE
```
See the history of versions of `vma` application with command.
```console
helm history vma -n NAMESPACE
```
## How to uninstall
Remove application with command.
```console
helm uninstall vma -n NAMESPACE
```
## Documentation of Helm Chart
Install ``helm-docs`` following the instructions on this [tutorial](https://docs.victoriametrics.com/helm/requirements/).
Generate docs with ``helm-docs`` command.
```bash
cd charts/victoria-metrics-anomaly
helm-docs
```
The markdown generation is entirely go template driven. The tool parses metadata from charts and generates a number of sub-templates that can be referenced in a template file (by default ``README.md.gotmpl``). If no template file is provided, the tool has a default internal template that will generate a reasonably formatted README.
## Parameters
The following tables lists the configurable parameters of the chart and their default values.
For more `vmanomaly` config parameters see https://docs.victoriametrics.com/anomaly-detection/components
Change the values according to the need of the environment in ``victoria-metrics-anomaly/values.yaml`` file.
<table class="helm-vars">
<thead>
<th class="helm-vars-key">Key</th>
<th class="helm-vars-type">Type</th>
<th class="helm-vars-default">Default</th>
<th class="helm-vars-description">Description</th>
</thead>
<tbody>
<tr>
<td>affinity</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Affinity configurations</p>
</td>
</tr>
<tr>
<td>annotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Annotations to be added to the deployment</p>
</td>
</tr>
<tr>
<td>config</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">models: {}
preset: ""
reader:
class: vm
datasource_url: ""
queries: {}
sampling_period: 1m
tenant_id: ""
schedulers: {}
writer:
class: vm
datasource_url: ""
tenant_id: ""
</code>
</pre>
</td>
<td><p>Full <a href="https://docs.victoriametrics.com/anomaly-detection/components/" target="_blank">vmanomaly config section</a></p>
</td>
</tr>
<tr>
<td>config.models</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p><a href="https://docs.victoriametrics.com/anomaly-detection/components/models/" target="_blank">Models section</a></p>
</td>
</tr>
<tr>
<td>config.preset</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Whether to use preset configuration. If not empty, preset name should be specified.</p>
</td>
</tr>
<tr>
<td>config.reader</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">class: vm
datasource_url: ""
queries: {}
sampling_period: 1m
tenant_id: ""
</code>
</pre>
</td>
<td><p><a href="https://docs.victoriametrics.com/anomaly-detection/components/reader/" target="_blank">Reader section</a></p>
</td>
</tr>
<tr>
<td>config.reader.class</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">vm
</code>
</pre>
</td>
<td><p>Name of the class needed to enable reading from VictoriaMetrics or Prometheus. VmReader is the default option, if not specified.</p>
</td>
</tr>
<tr>
<td>config.reader.datasource_url</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Datasource URL address. Required for example <code>http://single-victoria-metrics-single-server.default.svc.cluster.local:8428</code> or <code>http://cluster-victoria-metrics-cluster-vminsert.default.svc.cluster.local:8480</code></p>
</td>
</tr>
<tr>
<td>config.reader.queries</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Required. PromQL/MetricsQL query to select data in format: QUERY_ALIAS: &ldquo;QUERY&rdquo;. As accepted by &ldquo;/query_range?query=%s&rdquo;. See <a href="https://docs.victoriametrics.com/anomaly-detection/components/reader/#per-query-parameters" target="_blank">here</a> for more details.</p>
</td>
</tr>
<tr>
<td>config.reader.sampling_period</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">1m
</code>
</pre>
</td>
<td><p>Frequency of the points returned. Will be converted to <code>/query_range?step=%s</code> param (in seconds). <strong>Required</strong> since 1.9.0.</p>
</td>
</tr>
<tr>
<td>config.reader.tenant_id</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>For VictoriaMetrics Cluster version only, tenants are identified by accountID or accountID:projectID. See VictoriaMetrics Cluster multitenancy docs</p>
</td>
</tr>
<tr>
<td>config.schedulers</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p><a href="https://docs.victoriametrics.com/anomaly-detection/components/scheduler/" target="_blank">Scheduler section</a></p>
</td>
</tr>
<tr>
<td>config.writer</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">class: vm
datasource_url: ""
tenant_id: ""
</code>
</pre>
</td>
<td><p><a href="https://docs.victoriametrics.com/anomaly-detection/components/writer/" target="_blank">Writer section</a></p>
</td>
</tr>
<tr>
<td>config.writer.class</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">vm
</code>
</pre>
</td>
<td><p>Name of the class needed to enable writing to VictoriaMetrics or Prometheus. VmWriter is the default option, if not specified.</p>
</td>
</tr>
<tr>
<td>config.writer.datasource_url</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Datasource URL address. Required for example <code>http://single-victoria-metrics-single-server.default.svc.cluster.local:8428</code> or <code>http://cluster-victoria-metrics-cluster-vminsert.default.svc.cluster.local:8480</code></p>
</td>
</tr>
<tr>
<td>config.writer.tenant_id</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>For VictoriaMetrics Cluster version only, tenants are identified by accountID or accountID:projectID. See VictoriaMetrics Cluster multitenancy docs</p>
</td>
</tr>
<tr>
<td>configMapAnnotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Annotations to be added to configMap</p>
</td>
</tr>
<tr>
<td>containerWorkingDir</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">/vmanomaly
</code>
</pre>
</td>
<td><p>Container working directory</p>
</td>
</tr>
<tr>
<td>emptyDir</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Empty dir configuration when persistence is disabled</p>
</td>
</tr>
<tr>
<td>env</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Additional environment variables (ex.: secret tokens, flags)</p>
</td>
</tr>
<tr>
<td>envFrom</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Specify alternative source for env variables</p>
</td>
</tr>
<tr>
<td>extraArgs</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Extra command line arguments for container of component</p>
</td>
</tr>
<tr>
<td>extraContainers</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Extra containers to run in a pod with anomaly container</p>
</td>
</tr>
<tr>
<td>extraHostPathMounts</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Additional hostPath mounts</p>
</td>
</tr>
<tr>
<td>extraVolumeMounts</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Extra Volume Mounts for the container</p>
</td>
</tr>
<tr>
<td>extraVolumes</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Extra Volumes for the pod</p>
</td>
</tr>
<tr>
<td>fullnameOverride</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Full name prefix override</p>
</td>
</tr>
<tr>
<td>global.compatibility</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">openshift:
adaptSecurityContext: auto
</code>
</pre>
</td>
<td><p>Openshift security context compatibility configuration</p>
</td>
</tr>
<tr>
<td>global.image.registry</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Image registry, that can be shared across multiple helm charts</p>
</td>
</tr>
<tr>
<td>global.imagePullSecrets</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Image pull secrets, that can be shared across multiple helm charts</p>
</td>
</tr>
<tr>
<td>image.pullPolicy</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">IfNotPresent
</code>
</pre>
</td>
<td><p>Pull policy of Docker image</p>
</td>
</tr>
<tr>
<td>image.registry</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Victoria Metrics anomaly Docker registry</p>
</td>
</tr>
<tr>
<td>image.repository</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">victoriametrics/vmanomaly
</code>
</pre>
</td>
<td><p>Victoria Metrics anomaly Docker repository and image name</p>
</td>
</tr>
<tr>
<td>image.tag</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Tag of Docker image</p>
</td>
</tr>
<tr>
<td>imagePullSecrets</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Image pull secrets</p>
</td>
</tr>
<tr>
<td>license</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">key: ""
secret:
key: ""
name: ""
</code>
</pre>
</td>
<td><p>License key configuration for vmanomaly. See <a href="https://docs.victoriametrics.com/vmanomaly#licensing" target="_blank">docs</a> Required starting from v1.5.0.</p>
</td>
</tr>
<tr>
<td>license.key</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>License key for vmanomaly</p>
</td>
</tr>
<tr>
<td>license.secret</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">key: ""
name: ""
</code>
</pre>
</td>
<td><p>Use existing secret with license key for vmanomaly</p>
</td>
</tr>
<tr>
<td>license.secret.key</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Key in secret with license key</p>
</td>
</tr>
<tr>
<td>license.secret.name</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Existing secret name</p>
</td>
</tr>
<tr>
<td>nameOverride</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Full name suffix override</p>
</td>
</tr>
<tr>
<td>nodeSelector</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>NodeSelector configurations. Details are <a href="https://kubernetes.io/docs/user-guide/node-selection/" target="_blank">here</a></p>
</td>
</tr>
<tr>
<td>persistentVolume</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">accessModes:
- ReadWriteOnce
annotations: {}
dumpData: true
dumpModels: true
enabled: false
existingClaim: ""
matchLabels: {}
size: 1Gi
storageClassName: ""
</code>
</pre>
</td>
<td><p>Persistence to store models on disk. Available starting from v1.13.0</p>
</td>
</tr>
<tr>
<td>persistentVolume.accessModes</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">- ReadWriteOnce
</code>
</pre>
</td>
<td><p>Array of access modes. Must match those of existing PV or dynamic provisioner. Details are <a href="http://kubernetes.io/docs/user-guide/persistent-volumes/" target="_blank">here</a></p>
</td>
</tr>
<tr>
<td>persistentVolume.annotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Persistant volume annotations</p>
</td>
</tr>
<tr>
<td>persistentVolume.dumpData</td>
<td>bool</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">true
</code>
</pre>
</td>
<td><p>Enables dumpling data which is fetched from VictoriaMetrics to persistence disk. This is helpful to reduce memory usage.</p>
</td>
</tr>
<tr>
<td>persistentVolume.dumpModels</td>
<td>bool</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">true
</code>
</pre>
</td>
<td><p>Enables dumping models to persistence disk. This is helpful to reduce memory usage.</p>
</td>
</tr>
<tr>
<td>persistentVolume.enabled</td>
<td>bool</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">false
</code>
</pre>
</td>
<td><p>Create/use Persistent Volume Claim for models dump.</p>
</td>
</tr>
<tr>
<td>persistentVolume.existingClaim</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>Existing Claim name. If defined, PVC must be created manually before volume will be bound</p>
</td>
</tr>
<tr>
<td>persistentVolume.matchLabels</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Bind Persistent Volume by labels. Must match all labels of targeted PV.</p>
</td>
</tr>
<tr>
<td>persistentVolume.size</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">1Gi
</code>
</pre>
</td>
<td><p>Size of the volume. Should be calculated based on the metrics you send and retention policy you set.</p>
</td>
</tr>
<tr>
<td>persistentVolume.storageClassName</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">""
</code>
</pre>
</td>
<td><p>StorageClass to use for persistent volume. Requires server.persistentVolume.enabled: true. If defined, PVC created automatically</p>
</td>
</tr>
<tr>
<td>podAnnotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Annotations to be added to pod</p>
</td>
</tr>
<tr>
<td>podDisruptionBudget</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">enabled: false
labels: {}
minAvailable: 1
</code>
</pre>
</td>
<td><p>See <code>kubectl explain poddisruptionbudget.spec</code> for more. Details are <a href="https://kubernetes.io/docs/tasks/run-application/configure-pdb/" target="_blank">here</a></p>
</td>
</tr>
<tr>
<td>podMonitor.annotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>PodMonitor annotations</p>
</td>
</tr>
<tr>
<td>podMonitor.enabled</td>
<td>bool</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">false
</code>
</pre>
</td>
<td><p>Enable PodMonitor</p>
</td>
</tr>
<tr>
<td>podMonitor.extraLabels</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>PodMonitor labels</p>
</td>
</tr>
<tr>
<td>podSecurityContext</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">enabled: true
fsGroup: 1000
</code>
</pre>
</td>
<td><p>Pod&rsquo;s security context. Details are <a href="https://kubernetes.io/docs/tasks/configure-pod-container/security-context/" target="_blank">here</a></p>
</td>
</tr>
<tr>
<td>resources</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Resource object. Details are <a href="http://kubernetes.io/docs/user-guide/compute-resources/" target="_blank">here</a></p>
</td>
</tr>
<tr>
<td>securityContext</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">enabled: true
runAsGroup: 1000
runAsNonRoot: true
runAsUser: 1000
</code>
</pre>
</td>
<td><p>Check <a href="https://kubernetes.io/docs/tasks/configure-pod-container/security-context/" target="_blank">here</a> for details.</p>
</td>
</tr>
<tr>
<td>serviceAccount.annotations</td>
<td>object</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">{}
</code>
</pre>
</td>
<td><p>Annotations to add to the service account</p>
</td>
</tr>
<tr>
<td>serviceAccount.create</td>
<td>bool</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">true
</code>
</pre>
</td>
<td><p>Specifies whether a service account should be created</p>
</td>
</tr>
<tr>
<td>serviceAccount.name</td>
<td>string</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="">
<code class="language-yaml">null
</code>
</pre>
</td>
<td><p>The name of the service account to use. If not set and create is true, a name is generated using the fullname template</p>
</td>
</tr>
<tr>
<td>tolerations</td>
<td>list</td>
<td><pre class="helm-vars-default-value" language-yaml" lang="plaintext">
<code class="language-yaml">[]
</code>
</pre>
</td>
<td><p>Tolerations configurations. Details are <a href="https://kubernetes.io/docs/concepts/configuration/assign-pod-node/" target="_blank">here</a></p>
</td>
</tr>
</tbody>
</table>