Documentation Grafana Cloud AI and machine learning Sift Sift analyses Log query

Sift analysis - Log query

This analysis runs a custom Loki query configured by the user and uses the result to populate a configurable template.

Inputs

• Required:

  • none

• Optional:

  • Custom filters

How it works

Step 1: Process query

Interpolates the user’s query using the investigation labels:

• {namespace=”$namespace”, cluster=”$cluster”} |= “error in database” becomes {namespace=”machine-learning”, cluster=”dev-us-central-0”} |= “error in database”

Step 2: Execute query

Executes the query against the discovered Loki datasource.

Step 3: Process results

Interpolates the template message using the result of the query.

For example, this template

Copy

I found something interesting!
Expr: {{ .expr }}
Matching streams:
{{ range .streams -}}
- Labels: {{ .Labels }}
  Logs:
{{- range .Entries }}
	{{ .Timestamp }} - {{ .Line }}
{{- end }}
{{ end -}}

becomes this result

Copy

I found something interesting!
Expr: {cluster="dev-us-central-0", namespace="machine-learning"} |= "error in database"
Matching streams:
- Labels: {cluster="dev-us-central-0", namespace="machine-learning", pod="some-pod"}
  Logs:
	2023-01-01 00:00:00 +0000 UTC - message 0
	2023-01-01 00:00:01 +0000 UTC - message 1
	2023-01-01 00:00:02 +0000 UTC - message 2
- Labels: {cluster="dev-us-central-0", namespace="machine-learning", pod="some-other-pod"}
  Logs:
	2023-01-01 00:00:00 +0000 UTC - message 0
	2023-01-01 00:00:01 +0000 UTC - message 1
	2023-01-01 00:00:02 +0000 UTC - message 2

What resources does this analysis use?

• Loki datasource

How does this analysis determine when a result is interesting?

• If at least one log stream is returned by the query, the check is considered interesting.

What configurations options are available for this analysis?

Query

The custom LogQL query expression to run.

Message template

A Go template string used to format the output of the check.

The template string has access to the following variables:

• expr: the input expression string
• interesting: a boolean indicating whether this check found any interesting results
• streams: an array of log streams. Each element has two fields:
  • Labels, a map from label name to label value identifying the stream
  • Entries, an array of log entries. Each element has two fields:
    • Timestamp, the timestamp of the log entry.
    • Line, the log line itself.

Max log lines

The maximum log lines to include for each stream in the output.

• Default: 5
• Minimum: 1