VictoriaMetrics/docs/anomaly-detection/components/monitoring.md
Fred Navruzov ac485a8486
docs: vmanomaly - release notes v1.15.[6-9] (#6879)
### Describe Your Changes

release notes for patches 1.15.6 - 9

### Checklist

The following checks are **mandatory**:

- [ ] My change adheres [VictoriaMetrics contributing
guidelines](https://docs.victoriametrics.com/contributing/).
2024-08-27 10:30:48 +02:00

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---
title: Monitoring
weight: 5
menu:
docs:
parent: "vmanomaly-components"
weight: 5
identifier: "vmanomaly-monitoring"
aliases:
- ./monitoring.html
---
There are 2 models to monitor VictoriaMetrics Anomaly Detection behavior - [push](https://docs.victoriametrics.com/keyconcepts/#push-model) and [pull](https://docs.victoriametrics.com/keyconcepts/#pull-model). Parameters for each of them should be specified in the config file, `monitoring` section.
## Pull Model Config parameters
<table class="params">
<thead>
<tr>
<th>Parameter</th>
<th>Default</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`addr`
</td>
<td>
`"0.0.0.0"`
</td>
<td>Server IP Address</td>
</tr>
<tr>
<td>
`port`
</td>
<td>
`8080`
</td>
<td>Port</td>
</tr>
</tbody>
</table>
## Push Config parameters
<table class="params">
<thead>
<tr>
<th>Parameter</th>
<th>Default</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`url`
</td>
<td></td>
<td>
Link where to push metrics to. Example: `"http://localhost:8480/"`
</td>
</tr>
<tr>
<td>
`tenant_id`
</td>
<td></td>
<td>
Tenant ID for cluster version. Example: `"0:0"`
</td>
</tr>
<tr>
<td>
`health_path`
</td>
<td>
`"health"`
</td>
<td>
Deprecated since [v1.8.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v180). Absolute, to override `/health` path
</td>
</tr>
<tr>
<td>
`user`
</td>
<td></td>
<td>BasicAuth username</td>
</tr>
<tr>
<td>
`password`
</td>
<td></td>
<td>BasicAuth password</td>
</tr>
<tr>
<td>
`bearer_token`
</td>
<td>
`token`
</td>
<td>
Token is passed in the standard format with header: `Authorization: bearer {token}`. Available since [v1.15.9](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1159)
</td>
</tr>
<tr>
<td>
`bearer_token_file`
</td>
<td>
`path_to_file`
</td>
<td>
Path to a file, which contains token, that is passed in the standard format with header: `Authorization: bearer {token}`. Available since [v1.15.9](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1159)
</td>
</tr>
<tr>
<td>
`verify_tls`
</td>
<td>
`False`
</td>
<td>Allows disabling TLS verification of the remote certificate.</td>
</tr>
<tr>
<td>
`timeout`
</td>
<td>
`"5s"`
</td>
<td>Stop waiting for a response after a given number of seconds.</td>
</tr>
<tr>
<td>
`extra_labels`
</td>
<td></td>
<td>Section for custom labels specified by user.</td>
</tr>
</tbody>
</table>
## Monitoring section config example
``` yaml
monitoring:
pull: # Enable /metrics endpoint.
addr: "0.0.0.0"
port: 8080
push:
url: "http://localhost:8480/"
tenant_id: "0:0" # For cluster version only
user: "USERNAME"
password: "PASSWORD"
verify_tls: False
timeout: "5s"
extra_labels:
job: "vmanomaly-push"
test: "test-1"
```
## Metrics generated by vmanomaly
<table class="params">
<thead>
<tr>
<th>Metric</th>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`vmanomaly_start_time_seconds`
</td>
<td>Gauge</td>
<td>vmanomaly start time in UNIX time</td>
</tr>
</tbody>
</table>
### Models Behaviour Metrics
Label names [description](#labelnames)
> **Note**: There is a new label key `model_alias` introduced in multi-model support [v1.10.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1100). This label key adjustment was made to preserve unique label set production during writing produced metrics back to VictoriaMetrics.
<table class="params">
<thead>
<tr>
<th>Metric</th>
<th>Type</th>
<th>Description</th>
<th>Labelnames</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`vmanomaly_model_runs`
</td>
<td>Counter</td>
<td>How many times models ran (per model)</td>
<td>
`stage, query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
<tr>
<td>
`vmanomaly_model_run_duration_seconds`
</td>
<td>Summary</td>
<td>How much time (in seconds) model invocations took</td>
<td>
`stage, query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
<tr>
<td>
`vmanomaly_model_datapoints_accepted`
</td>
<td>Counter</td>
<td>How many datapoints did models accept</td>
<td>
`stage, query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
<tr>
<td>
`vmanomaly_model_datapoints_produced`
</td>
<td>Counter</td>
<td>How many datapoints were generated by models</td>
<td>
`stage, query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
<tr>
<td>
`vmanomaly_models_active`
</td>
<td>Gauge</td>
<td>How many models are currently inferring</td>
<td>
`query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
<tr>
<td>
`vmanomaly_model_runs_skipped`
</td>
<td>Counter</td>
<td>How many times a run was skipped (per model)</td>
<td>
`stage, query_key, model_alias, scheduler_alias, preset`
</td>
</tr>
</tbody>
</table>
### Writer Behaviour Metrics
Label names [description](#labelnames)
<table class="params">
<thead>
<tr>
<th>Metric</th>
<th>Type</th>
<th>Description</th>
<th>Labelnames</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`vmanomaly_writer_request_duration_seconds`
</td>
<td>Summary</td>
<td>How much time (in seconds) did requests to VictoriaMetrics take</td>
<td>
`url, query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_writer_response_count`
</td>
<td>Counter</td>
<td>Response code counts we got from VictoriaMetrics</td>
<td>
`url, query_key, code`
</td>
</tr>
<tr>
<td>
`vmanomaly_writer_sent_bytes`
</td>
<td>Counter</td>
<td>How much bytes were sent to VictoriaMetrics</td>
<td>
`url, query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_writer_request_serialize_seconds`
</td>
<td>Summary</td>
<td>How much time (in seconds) did serializing take</td>
<td>
`query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_writer_datapoints_sent`
</td>
<td>Counter</td>
<td>How many datapoints were sent to VictoriaMetrics</td>
<td>
`query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_writer_timeseries_sent`
</td>
<td>Counter</td>
<td>How many timeseries were sent to VictoriaMetrics</td>
<td>
`query_key`
</td>
</tr>
</tbody>
</table>
### Reader Behaviour Metrics
Label names [description](#labelnames)
<table class="params">
<thead>
<tr>
<th>Metric</th>
<th>Type</th>
<th>Description</th>
<th>Labelnames</th>
</tr>
</thead>
<tbody>
<tr>
<td>
`vmanomaly_reader_request_duration_seconds`
</td>
<td>Summary</td>
<td>How much time (in seconds) did queries to VictoriaMetrics take</td>
<td>
`url, query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_reader_response_count`
</td>
<td>Counter</td>
<td>Response code counts we got from VictoriaMetrics</td>
<td>
`url, query_key, code`
</td>
</tr>
<tr>
<td>
`vmanomaly_reader_received_bytes`
</td>
<td>Counter</td>
<td>How much bytes were received in responses</td>
<td>
`query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_reader_response_parsing_seconds`
</td>
<td>Summary</td>
<td>How much time (in seconds) did parsing take for each step</td>
<td>
`step`
</td>
</tr>
<tr>
<td>
`vmanomaly_reader_timeseries_received`
</td>
<td>Counter</td>
<td>How many timeseries were received from VictoriaMetrics</td>
<td>
`query_key`
</td>
</tr>
<tr>
<td>
`vmanomaly_reader_datapoints_received`
</td>
<td>Counter</td>
<td>How many rows were received from VictoriaMetrics</td>
<td>
`query_key`
</td>
</tr>
</tbody>
</table>
### Labelnames
* `stage` - stage of model - 'fit', 'infer' or 'fit_infer' for models that do it simultaneously, see [model types](https://docs.victoriametrics.com/anomaly-detection/components/models/#model-types).
* `query_key` - query alias from [`reader`](https://docs.victoriametrics.com/anomaly-detection/components/reader/) config section.
* `model_alias` - model alias from [`models`](https://docs.victoriametrics.com/anomaly-detection/components/models/) config section. **Introduced in [v1.10.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1100).**
* `scheduler_alias` - scheduler alias from [`schedulers`](https://docs.victoriametrics.com/anomaly-detection/components/scheduler) config section. **Introduced in [v1.11.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1110).**
* `preset` - preset alias for forthcoming `preset` section compatibility. **Introduced in [v1.12.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v1120).**
* `url` - writer or reader url endpoint.
* `code` - response status code or `connection_error`, `timeout`.
* `step` - json or dataframe reading step.