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1090 lines
54 KiB
Markdown
1090 lines
54 KiB
Markdown
# LogsQL
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LogsQL is a simple yet powerful query language for [VictoriaLogs](https://docs.victoriametrics.com/VictoriaLogs/).
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It provides the following features:
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- Full-text search across [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
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See [word filter](#word-filter), [phrase filter](#phrase-filter) and [prefix filter](#prefix-filter).
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- Ability to combine filters into arbitrary complex [logical filters](#logical-filter).
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- Ability to extract structured fields from unstructured logs at query time. See [these docs](#transformations).
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- Ability to calculate various stats over the selected log entries. See [these docs](#stats).
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## LogsQL tutorial
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If you aren't familiar with VictoriaLogs, then start with [key concepts docs](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html).
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Then follow these docs:
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- [How to run VictoriaLogs](https://docs.victoriametrics.com/VictoriaLogs/QuickStart.html).
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- [how to ingest data into VictoriaLogs](https://docs.victoriametrics.com/VictoriaLogs/data-ingestion/).
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- [How to query VictoriaLogs](https://docs.victoriametrics.com/VictoriaLogs/querying/).
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The simplest LogsQL query is just a [word](#word), which must be found in the [log message](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
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For example, the following query finds all the logs with `error` word:
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```logsql
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error
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```
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This query matches logs with any [timestamp](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field),
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e.g. it may return logs from the previous year alongside recently ingested logs.
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If the queried [word](#word) clashes with LogsQL keywords, then just wrap it into quotes.
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For example, the following query finds all the log messages with `and` [word](#word):
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```logsql
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"and"
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```
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It is OK to wrap any word into quotes. For example:
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```logsql
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"error"
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```
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Moreover, it is possible to wrap phrases containing multiple words in quotes. For example, the following query
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finds log messages with the `error: cannot find file` phrase:
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```logsql
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"error: cannot find file"
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```
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Usually logs from the previous year aren't so interesting comparing to the recently ingested logs.
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So it is recommended adding [time filter](#time-filter) to the query.
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For example, the following query returns logs with the `error` [word](#word),
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which were ingested into VictoriaLogs during the last 5 minutes:
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```logsql
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error AND _time:[now-5m,now]
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```
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This query consists of two [filters](#filters) joined with `AND` [operator](#logical-filter):
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- The filter on the `error` [word](#word).
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- The filter on the [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field).
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The `AND` operator means that the [log entry](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) must match both filters in order to be selected.
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Typical LogsQL query constists of multiple [filters](#filters) joined with `AND` operator. It may be tiresome typing and then reading all these `AND` words.
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So LogsQL allows omitting `AND` words. For example, the following query is equivalent to the query above:
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```logsql
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error _time:[now-5m,now]
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```
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The query returns the following [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) by default:
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- [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
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- [`_stream` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields)
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- [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field)
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Logs may contain arbitrary number of other fields. If you need obtaining some of these fields in query results,
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then just refer them in the query with `field_name:*` [filter](#any-value-filter).
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For example, the following query returns `host.hostname` field additionally to `_msg`, `_stream` and `_time` fields:
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```logsql
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error _time:[now-5m,now] host.hostname:*
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```
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Suppose the query above selects too many rows because some buggy app pushes invalid error logs to VictoriaLogs. Suppose the app adds `buggy_app` [word](#word) to every log line.
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Then the following query removes all the logs from the buggy app, allowing us paying attention to the real errors:
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```logsql
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_time:[now-5m,now] error NOT buggy_app
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```
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This query uses `NOT` [operator](#logical-filter) for removing log lines from the buggy app. The `NOT` operator is used frequently, so it can be substituted with `!` char.
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So the following query is equivalent to the previous one:
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```logsql
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_time:[now-5m,now] error !buggy_app
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```
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Suppose another buggy app starts pushing invalid error logs to VictoriaLogs - it adds `foobar` [word](#word) to every emitted log line.
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No problems - just add `!foobar` to the query in order to remove these buggy logs:
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```logsql
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_time:[now-5m,now] error !buggy_app !foobar
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```
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This query can be rewritten to more clear query with the `OR` [operator](#logical-filter) inside parentheses:
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```logsql
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_time:[now-5m,now] error !(buggy_app OR foobar)
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```
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Note that the parentheses are required here, since otherwise the query won't return the expected results.
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The query `error !buggy_app OR foobar` is interpreted as `(error AND NOT buggy_app) OR foobar`. This query may return error logs
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from the buggy app if they contain `foobar` [word](#word). This query also continues returning all the error logs from the second buggy app.
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This is because of different priorities for `NOT`, `AND` and `OR` operators.
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Read [these docs](#logical-filter) for more details. There is no need in remembering all these priority rules -
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just wrap the needed query parts into explicit parentheses if you aren't sure in priority rules.
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As an additional bonus, explicit parentheses make queries easier to read and maintain.
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Queries above assume that the `error` [word](#word) is stored in the [log message](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
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This word can be stored in other [field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) such as `log.level`.
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How to select error logs in this case? Just add the `log.level:` prefix in front of the `error` word:
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```logsq
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_time:[now-5m,now] log.level:error !(buggy_app OR foobar)
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```
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The field name can be wrapped into quotes if it contains special chars or keywords, which may clash with LogsQL syntax.
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Any [word](#word) also can be wrapped into quotes. So the following query is equivalent to the previous one:
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```logsql
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"_time":[now-5m,now] "log.level":"error" !("buggy_app" OR "foobar")
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```
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What if the application identifier - such as `buggy_app` and `foobar` - is stored in the `app` field? Correct - just add `app:` prefix in front of `buggy_app` and `foobar`:
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```logsql
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_time:[now-5m,now] log.level:error !(app:buggy_app OR app:foobar)
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```
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The query can be simplified by moving the `app:` prefix outside the parentheses:
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```logsql
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_time:[now-5m,now] log.level:error !app:(buggy_app OR foobar)
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```
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The `app` field uniquely identifies the application instance if a single instance runs per each unique `app`.
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In this case it is recommended associating the `app` field with [log stream fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields)
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during [data ingestion](https://docs.victoriametrics.com/VictoriaLogs/data-ingestion/). This usually improves both compression rate
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and query performance when querying the needed streams via [`_stream` filter](#stream-filter).
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If the `app` field is associated with the log stream, then the query above can be rewritten to more performant one:
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```logsql
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_time:[now-5m,now] log.level:error _stream:{app!~"buggy_app|foobar"}
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```
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This query completely skips scanning for logs from `buggy_app` and `foobar` apps, thus significantly reducing disk read IO and CPU time
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needed for performing the query.
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Finally, it is recommended reading [performance tips](#performance-tips).
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Now you are familiar with LogsQL basics. Read [query syntax](#query-syntax) if you want to continue learning LogsQL.
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### Key concepts
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#### Word
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LogsQL splits all the [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) into words
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delimited by non-word chars such as whitespace, parens, punctuation chars, etc. For example, the `foo: (bar,"тест")!` string
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is split into `foo`, `bar` and `тест` words. Words can contain arbitrary [utf-8](https://en.wikipedia.org/wiki/UTF-8) chars.
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These words are taken into account by full-text search filters such as
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[word filter](#word-filter), [phrase filter](#phrase-filter) and [prefix filter](#prefix-filter).
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#### Query syntax
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LogsQL query consists of the following parts delimited by `|`:
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- [Filters](#filters), which select log entries for further processing. This part is required in LogsQL. Other parts are optional.
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- Optional [stream context](#stream-context), which allows selecting surrounding log lines for the matching log lines.
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- Optional [transformations](#transformations) for the selected log fields.
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For example, an additional fields can be extracted or constructed from existing fields.
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- Optional [post-filters](#post-filters) for post-filtering of the selected results. For example, post-filtering can filter
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results based on the fields constructed by [transformations](#transformations).
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- Optional [stats](#stats) transformations, which can calculate various stats across selected results.
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- Optional [sorting](#sorting), which can sort the results by the sepcified fields.
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- Optional [limiters](#limiters), which can apply various limits on the selected results.
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## Filters
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LogsQL supports various filters for searching for log messages (see below).
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They can be combined into arbitrary complex queries via [logical filters](#logical-filter).
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Filters are applied to [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) by default.
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If the filter must be applied to other [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model),
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then its' name followed by the colon must be put in front of the filter. For example, if `error` [word filter](#word-filter) must be applied
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to the `log.level` field, then use `log.level:error` query.
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Field names and filter args can be put into quotes if they contain special chars, which may clash with LogsQL syntax. LogsQL supports quoting via double quotes `"`,
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single quotes `'` and backticks:
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```logsql
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"some 'field':123":i('some("value")') AND `other"value'`
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```
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If doubt, it is recommended quoting field names and filter args.
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The list of LogsQL filters:
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- [Time filter](#time-filter) - matches logs with [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field) in the given time range
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- [Stream filter](#stream-filter) - matches logs, which belong to the given [streams](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields)
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- [Word filter](#word-filter) - matches logs with the given [word](#word)
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- [Phrase filter](#phrase-filter) - matches logs with the given phrase
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- [Prefix filter](#prefix-filter) - matches logs with the given word prefix or phrase prefix
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- [Empty value filter](#empty-value-filter) - matches logs without the given [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
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- [Any value filter](#any-value-filter) - matches logs with the given non-empty [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
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- [Exact filter](#exact-filter) - matches logs with the exact value
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- [Exact prefix filter](#exact-prefix-filter) - matches logs starting with the given prefix
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- [Multi-exact filter](#multi-exact-filter) - matches logs with one of the specified exact values
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- [Case-insensitive filter](#case-insensitive-filter) - matches logs with the given case-insensitive word, phrase or prefix
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- [Sequence filter](#sequence-filter) - matches logs with the given sequence of words or phrases
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- [Regexp filter](#regexp-filter) - matches logs for the given regexp
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- [Range filter](#range-filter) - matches logs with numeric [field values](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in the given range
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- [IPv4 range filter](#ipv4-range-filter) - matches logs with ip address [field values](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in the given range
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- [String range filter](#string-range-filter) - matches logs with [field values](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in the given string range
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- [Length range filter](#length-range-filter) - matches logs with [field values](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) of the given length range
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- [Logical filter](#logical-filter) - allows combining other filters
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### Time filter
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VictoriaLogs scans all the logs per each query if it doesn't contain the filter on [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field).
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It uses various optimizations in order to speed up full scan queries without the `_time` filter,
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but such queries can be slow if the storage contains large number of logs over long time range. The easiest way to optimize queries
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is to narrow down the search with the filter on [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field).
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For example, the following query returns [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
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ingested into VictoriaLogs during the last hour, which contain the `error` [word](#word):
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```logsql
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_time:(now-1h, now) AND error
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```
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The following formats are supported for `_time` filter:
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- Fixed time:
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- `_time:YYYY-MM-DD` - matches all the log messages for the particular day. For example, `_time:2023-04-25` matches all the log messages for April 25, 2023 by UTC.
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- `_time:YYYY-MM` - matches all the log messages for the particular month. For example, `_time:2023-02` matches all the log messages for February, 2023 by UTC.
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- `_time:YYYY` - matches all the log messages for the particular year. For example, `_time:2023` matches all the log message for 2023 by UTC.
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- `_time:YYYY-MM-DDTHH` - matches all the log messages for the particular hour. For example, `_time:2023-04-25T22` matches all the log messages from `22:00` to `23:00`
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on April 25, 2023 by UTC.
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- `_time:YYYY-MM-DDTHH:MM` - matches all the log messages for the particular minute. For example, `_time:2023-04-25T22:45` matches all the log messages from `22:45` to `22:46`
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on April 25, 2023 by UTC.
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- `_time:YYYY-MM-DDTHH:MM:SS` - matches all the log messages for the particular second. For example, `_time:2023-04-25T22:45:59` matches all the log messages
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from `22:45:59` to `23:46:00` on April 25, 2023 by UTC.
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- Time range:
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- `_time:[min_time, max_time]` - matches log messages on the time range `[min_time, max_time]`, including both `min_time` and `max_time`.
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The `min_time` and `max_time` can contain any format specified [here](https://docs.victoriametrics.com/#timestamp-formats).
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For example, `_time:[2023-04-01, 2023-04-30]` matches log messages for the whole April, 2023 by UTC, e.g. it is equivalent to `_time:2023-04`.
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- `_time:[min_time, max_time)` - matches log messages on the time range `[min_time, max_time)`, not including `max_time`.
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The `min_time` and `max_time` can contain any format specified [here](https://docs.victoriametrics.com/#timestamp-formats).
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For example, `_time:[2023-02-01, 2023-03-01)` matches log messages for the whole February, 2023 by UTC, e.g. it is equivalent to `_time:2023-02`.
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It is possible to specify time zone offset for all the absolute time formats by appending `+hh:mm` or `-hh:mm` suffix.
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For example, `_time:2023-04-25+05:30` matches all the log messages on April 25, 2023 by India time zone,
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while `_time:2023-02-07:00` matches all the log messages from February, 2023 by California time zone.
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Performance tips:
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- It is recommended specifying the smallest possible time range during the search, since it reduces the amounts of log entries, which need to be scanned during the query.
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For example, `_time:[now-1h, now]` is usually faster than `_time:[now-5h, now]`.
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- While LogsQL supports arbitrary number of `_time:...` filters at any level of [logical filters](#logical-filter),
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it is recommended specifying a single `_time` filter at the top level of the query.
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- See [other performance tips](#performance-tips).
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See also:
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- [Stream filter](#stream-filter)
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- [Word filter](#word-filter)
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### Stream filter
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VictoriaLogs provides an optimized way to select log entries, which belong to particular [log streams](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields).
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This can be done via `_stream:{...}` filter. The `{...}` may contain arbitrary
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[Prometheus-compatible label selector](https://docs.victoriametrics.com/keyConcepts.html#filtering)
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over fields associated with [log streams](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields).
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For example, the following query selects [log entries](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
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with `app` field equal to `nginx`:
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```logsql
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_stream:{app="nginx"}
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```
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This query is equivalent to the following [exact()](#exact-filter) query, but the upper query usually works much faster:
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```logsql
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app:exact("nginx")
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```
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Performance tips:
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- It is recommended using the most specific `_stream:{...}` filter matching the smallest number of log streams,
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which needs to be scanned by the rest of filters in the query.
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- While LogsQL supports arbitrary number of `_stream:{...}` filters at any level of [logical filters](#logical-filter),
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it is recommended specifying a single `_stream:...` filter at the top level of the query.
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- See [other performance tips](#performance-tips).
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See also:
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- [Time filter](#time-filter)
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- [Exact filter](#exact-filter)
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### Word filter
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The simplest LogsQL query consists of a single [word](#word) to search in log messages. For example, the following query matches
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[log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) with `error` [word](#word) inside them:
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```logsql
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error
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```
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This query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
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- `error`
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- `an error happened`
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- `error: cannot open file`
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This query doesn't match the following log messages:
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- `ERROR`, since the filter is case-sensitive by default. Use `i(error)` for this case. See [these docs](#case-insensitive-filter) for details.
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- `multiple errors occurred`, since the `errors` word doesn't match `error` word. Use `error*` for this case. See [these docs](#prefix-filter) for details.
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By default the given [word](#word) is searched in the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
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Specify the [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the word and put a colon after it
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if it must be searched in the given field. For example, the following query returns log entries containing the `error` [word](#word) in the `log.level` field:
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```logsql
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log.level:error
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```
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Both the field name and the word in the query can contain arbitrary [utf-8](https://en.wikipedia.org/wiki/UTF-8)-encoded chars. For example:
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```logsql
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поле:значение
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```
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Both the field name and the word in the query can be put inside quotes if they contain special chars, which may clash with the query syntax.
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For example, the following query searches for the ip `1.2.3.45` in the field `ip:remote`:
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```logsql
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"ip:remote":"1.2.3.45"
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```
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See also:
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- [Phrase filter](#phrase-filter)
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- [Exact filter](#exact-filter)
|
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- [Prefix filter](#prefix-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Phrase filter
|
|
|
|
Is you need to search for log messages with the specific phrase inside them, then just wrap the phrase in quotes.
|
|
The phrase can contain any chars, including whitespace, punctuation, parens, etc. They are taken into account during the search.
|
|
For example, the following query matches [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) with `cannot open file` phrase inside them:
|
|
|
|
```logsql
|
|
"cannot open file"
|
|
```
|
|
|
|
This query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `ERROR: cannot open file /foo/bar/baz`
|
|
- `cannot open file: permission denied`
|
|
|
|
This query doesn't match the following log messages:
|
|
|
|
- `cannot open file`, since the number of whitespace chars between words doesn't match the number of whitespace chars in the search phrase.
|
|
Use `seq("cannot", "open", "file")` query instead. See [these docs](#sequence-filter) for details.
|
|
- `open file: cannot do this`, since the message doesn't contain the full phrase requested in the query. If you need matching a message
|
|
with all the [words](#word) listed in the query, then use `cannot AND open AND file` query. See [these docs](#logical-filter) for details.
|
|
- `cannot open files`, since the message ends with `files` [word](#word) instead of `file` word. Use `"cannot open file"*` query for this case.
|
|
See [these docs](#prefix-filter) for details.
|
|
- `Cannot open file: failure`, since the `Cannot` word starts with capital letter. Use `i("cannot open file")` for this case.
|
|
See [these docs](#case-insensitive-filter) for details.
|
|
|
|
By default the given phrase is searched in the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the phrase and put a colon after it
|
|
if it must be searched in the given field. For example, the following query returns log entries containing the `cannot open file` phrase in the `event.original` field:
|
|
|
|
```logsql
|
|
event.original:"cannot open file"
|
|
```
|
|
|
|
Both the field name and the phrase can contain arbitrary [utf-8](https://en.wikipedia.org/wiki/UTF-8)-encoded chars. For example:
|
|
|
|
```logsql
|
|
сообщение:"невозможно открыть файл"
|
|
```
|
|
|
|
The field name can be put inside quotes if it contains special chars, which may clash with the query syntax.
|
|
For example, the following query searches for the `cannot open file` phrase in the field `some:message`:
|
|
|
|
```logsql
|
|
"some:message":"cannot open file"
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Exact filter](#exact-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Prefix filter](#prefix-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Prefix filter
|
|
|
|
If you need to search for log messages with [words](#word) / phrases containing some prefix, then just add `*` char to the end of the [word](#word) / phrase in the query.
|
|
For example, the following query returns [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field), which contain [words](#word) with `err` prefix:
|
|
|
|
```logsql
|
|
err*
|
|
```
|
|
|
|
This query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `err: foobar`
|
|
- `cannot open file: error occurred`
|
|
|
|
This query doesn't match the following log messages:
|
|
|
|
- `Error: foobar`, since the `Error` [word](#word) starts with capital letter. Use `i(err*)` for this case. See [these docs](#case-insensitive-filter) for details.
|
|
- `fooerror`, since the `fooerror` [word](#word) doesn't start with `err`. Use `re("err")` for this case. See [these docs](#regexp-filter) for details.
|
|
|
|
Prefix filter can be applied to [phrases](#phrase-filter). For example, the following query matches
|
|
[log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) containing phrases with `unexpected fail` prefix:
|
|
|
|
```logsql
|
|
"unexpected fail"*
|
|
```
|
|
|
|
This query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `unexpected fail: IO error`
|
|
- `error:unexpected failure`
|
|
|
|
This query doesn't match the following log messages:
|
|
|
|
- `unexpectedly failed`, since the `unexpectedly` doesn't match `unexpected` [word](#word). Use `unexpected* AND fail*` for this case.
|
|
See [these docs](#logical-filter) for details.
|
|
- `failed to open file: unexpected EOF`, since `failed` [word](#word) occurs before the `unexpected` word. Use `unexpected AND fail*` for this case.
|
|
See [these docs](#logical-filter) for details.
|
|
|
|
By default the prefix filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the needed [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the prefix filter
|
|
in order to apply it to the given field. For example, the following query matches `log.level` field containing any word with the `err` prefix:
|
|
|
|
```logsql
|
|
log.level:err*
|
|
```
|
|
|
|
If the field name contains special chars, which may clash with the query syntax, then it may be put into quotes in the query.
|
|
For example, the following query matches `log:level` field containing any word with the `err` prefix.
|
|
|
|
```logsql
|
|
"log:level":err*
|
|
```
|
|
|
|
Performance tips:
|
|
|
|
- Prefer using [word filters](#word-filter) and [phrase filters](#phrase-filter) combined via [logical filter](#logical-filter)
|
|
instead of prefix filter.
|
|
- Prefer moving [word filters](#word-filter) and [phrase filters](#phrase-filter) in front of prefix filter when using [logical filter](#logical-filter).
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
See also:
|
|
|
|
- [Exact prefix filter](#exact-prefix-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Exact-filter](#exact-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Empty value filter
|
|
|
|
Sometimes it is needed to find log entries without the given [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
This can be performed with `log_field:""` syntax. For example, the following query matches log entries without `host.hostname` field:
|
|
|
|
```logsql
|
|
host.hostname:""
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Any value filter](#any-value-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Any value filter
|
|
|
|
Sometimes it is needed to find log entries containing any non-empty value for the given [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
This can be performed with `log_field:*` syntax. For example, the following query matches log entries with non-empty `host.hostname` field:
|
|
|
|
```logsql
|
|
host.hostname:*
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Empty value filter](#empty-value-filter)
|
|
- [Prefix filter](#prefix-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Exact filter
|
|
|
|
The [word filter](#word-filter) and [phrase filter](#phrase-filter) return [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
which contain the given word or phrase inside them. The message may contain additional text other than the requested word or phrase. If you need searching for log messages
|
|
or [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) with the exact value, then use the `exact(...)` filter.
|
|
For example, the following query returns log messages wih the exact value `fatal error: cannot find /foo/bar`:
|
|
|
|
```logsql
|
|
exact("fatal error: cannot find /foo/bar")
|
|
```
|
|
|
|
The query doesn't match the following log messages:
|
|
|
|
- `fatal error: cannot find /foo/bar/baz` or `some-text fatal error: cannot find /foo/bar`, since they contain an additional text
|
|
other than the specified in the `exact()` filter. Use `"fatal error: cannot find /foo/bar"` query in this case. See [these docs](#phrase-filter) for details.
|
|
|
|
- `FATAL ERROR: cannot find /foo/bar`, since the `exact()` filter is case-sensitive. Use `i("fatal error: cannot find /foo/bar")` in this case.
|
|
See [these docs](#case-insensitive-filter) for details.
|
|
|
|
By default the `exact()` filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the `exact()` filter and put a colon after it
|
|
if it must be searched in the given field. For example, the following query returns log entries with the exact `error` value at `log.level` field:
|
|
|
|
```logsql
|
|
log.level:exact("error")
|
|
```
|
|
|
|
Both the field name and the phrase can contain arbitrary [utf-8](https://en.wikipedia.org/wiki/UTF-8)-encoded chars. For example:
|
|
|
|
```logsql
|
|
log.уровень:exact("ошибка")
|
|
```
|
|
|
|
The field name can be put inside quotes if it contains special chars, which may clash with the query syntax.
|
|
For example, the following query matches the `error` value in the field `log:level`:
|
|
|
|
```logsql
|
|
"log:level":exact("error")
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Exact prefix filter](#exact-prefix-filter)
|
|
- [Multi-exact filter](#multi-exact-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Prefix filter](#prefix-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Exact prefix filter
|
|
|
|
Sometimes it is needed to find log messages starting with some prefix. This can be done with the `exact_prefix(...)` filter.
|
|
For example, the following query matches log messages, which start from `Processing request` prefix:
|
|
|
|
```logsql
|
|
exact_prefix("Processing request")
|
|
```
|
|
|
|
This filter matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `Processing request foobar`
|
|
- `Processing requests from ...`
|
|
|
|
It doesn't match the following log messages:
|
|
|
|
- `processing request foobar`, since the log message starts with lowercase `p`. Use `exact_prefix("processing request") OR exact_prefix("Processing request")`
|
|
query in this case. See [these docs](#logical-filter) for details.
|
|
- `start: Processing request`, since the log message doesn't start with `Processing request`. Use `"Processing request"` query in this case.
|
|
See [these docs](#phrase-filter) for details.
|
|
|
|
By default the `exact_prefix()` filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the `exact_prefix()` filter and put a colon after it
|
|
if it must be searched in the given field. For example, the following query returns log entries with `log.level` field, which starts with `err` prefix:
|
|
|
|
```logsql
|
|
log.level:exact_prefix("err")
|
|
```
|
|
|
|
Both the field name and the phrase can contain arbitrary [utf-8](https://en.wikipedia.org/wiki/UTF-8)-encoded chars. For example:
|
|
|
|
```logsql
|
|
log.уровень:exact_prefix("ошиб")
|
|
```
|
|
|
|
The field name can be put inside quotes if it contains special chars, which may clash with the query syntax.
|
|
For example, the following query matches `log:level` values starting with `err` prefix:
|
|
|
|
```logsql
|
|
"log:level":exact_prefix("err")
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Exact filter](#exact-filter)
|
|
- [Prefix filter](#prefix-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Multi-exact filter
|
|
|
|
Sometimes it is needed to locate log messages with a field containing one of the given values. This can be done with multiple [exact filters](#exact-filter)
|
|
combined into a single [logical filter](#logical-filter). For example, the following query matches log messages with `log.level` field
|
|
containing either `error` or `fatal` exact values:
|
|
|
|
```logsql
|
|
log.level:(exact("error") OR exact("fatal"))
|
|
```
|
|
|
|
While this solution works OK, LogsQL provides simpler and faster solution for this case - the `in()` filter.
|
|
|
|
```logsql
|
|
log.level:in("error", "fatal")
|
|
```
|
|
|
|
It works very fast for long lists passed to `in()`.
|
|
|
|
The future VictoriaLogs versions will allow passing arbitrary [queries](#query-syntax) into `in()` filter.
|
|
For example, the following query selects all the logs for the last hour for users, who visited pages with `admin` [word](#word) in the `path`
|
|
during the last day:
|
|
|
|
```logsql
|
|
_time:[now-1h,now] AND user_id:in(_time:[now-1d,now] AND path:admin | fields user_id)
|
|
```
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
See also:
|
|
|
|
- [Exact filter](#exact-filter)
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Prefix filter](#prefix-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Case-insensitive filter
|
|
|
|
Case-insensitive filter can be applied to any word, phrase or prefix by wrapping the corresponding [word filter](#word-filter),
|
|
[phrase filter](#phrase-filter) or [prefix filter](#prefix-filter) into `i()`. For example, the following query returns
|
|
log messages with `error` word in any case:
|
|
|
|
```logsql
|
|
i(error)
|
|
```
|
|
|
|
The query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `unknown error happened`
|
|
- `ERROR: cannot read file`
|
|
- `Error: unknown arg`
|
|
- `An ErRoR occured`
|
|
|
|
The query doesn't match the following log messages:
|
|
|
|
- `FooError`, since the `FooError` [word](#word) has superflouos prefix `Foo`. Use `re("(?i)error")` for this case. See [these docs](#regexp-filter) for details.
|
|
- `too many Errors`, since the `Errors` [word](#word) has superflouos suffix `s`. Use `i(error*)` for this case.
|
|
|
|
By default the `i()` filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the needed [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the filter
|
|
in order to apply it to the given field. For example, the following query matches `log.level` field containing `error` [word](#word) in any case:
|
|
|
|
```logsql
|
|
log.level:i(error)
|
|
```
|
|
|
|
If the field name contains special chars, which may clash with the query syntax, then it may be put into quotes in the query.
|
|
For example, the following query matches `log:level` field containing `error` [word](#word) in any case.
|
|
|
|
```logsql
|
|
"log:level":i("error")
|
|
```
|
|
|
|
Performance tips:
|
|
|
|
- Prefer using case-sensitive filter over case-insensitive filter.
|
|
- Prefer moving [word filter](#word-filter), [phrase filter](#phrase-filter) and [prefix filter](#prefix-filter) in front of case-sensitive filter
|
|
when using [logical filter](#logical-filter).
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
|
|
See also:
|
|
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Exact-filter](#exact-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Sequence filter
|
|
|
|
Sometimes it is needed to find [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
|
|
with [words](#word) or phrases in a particular order. For example, if log messages with `error` word followed by `open file` phrase
|
|
must be found, then the following LogsQL query can be used:
|
|
|
|
```logsql
|
|
seq("error", "open file")
|
|
```
|
|
|
|
This query matches `some error: cannot open file /foo/bar` message, since the `open file` phrase goes after the `error` [word](#word).
|
|
The query doesn't match the `cannot open file: error` message, since the `open file` phrase is located in front of the `error` [word](#word).
|
|
If you need matching log messages with both `error` word and `open file` phrase, then use `error AND "open file"` query. See [these docs](#logical-filter)
|
|
for details.
|
|
|
|
By default the `seq()` filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the needed [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the filter
|
|
in order to apply it to the given field. For example, the following query matches `event.original` field containing `(error, "open file")` sequence:
|
|
|
|
```logsql
|
|
event.original:seq(error, "open file")
|
|
```
|
|
|
|
If the field name contains special chars, which may clash with the query syntax, then it may be put into quotes in the query.
|
|
For example, the following query matches `event:original` field containing `(error, "open file")` sequence:
|
|
|
|
```logsql
|
|
"event:original":seq(error, "open file")
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Word filter](#word-filter)
|
|
- [Phrase filter](#phrase-filter)
|
|
- [Exact-filter](#exact-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Regexp filter
|
|
|
|
LogsQL supports regular expression filter with [re2 syntax](https://github.com/google/re2/wiki/Syntax) via `re(...)` expression.
|
|
For example, the following query returns all the log messages containing `error` or `warn` susbstrings:
|
|
|
|
```logsql
|
|
re("error|warn")
|
|
```
|
|
|
|
The query matches the following [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field):
|
|
|
|
- `error: cannot read data`
|
|
- `A warning has been raised`
|
|
|
|
By default the `re()` filter is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Specify the needed [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the filter
|
|
in order to apply it to the given field. For example, the following query matches `event.original` field containing either `error` or `warn` substrings:
|
|
|
|
```logsql
|
|
event.original:re("error|warn")
|
|
```
|
|
|
|
If the field name contains special chars, which may clash with the query syntax, then it may be put into quotes in the query.
|
|
For example, the following query matches `event:original` field containing either `error` or `warn` substrings:
|
|
|
|
```logsql
|
|
"event:original":re("error|warn")
|
|
```
|
|
|
|
Performance tips:
|
|
|
|
- Prefer combining simple [word filter](#word-filter) with [logical filter](#logical-filter) instead of using regexp filter.
|
|
For example, the `re("error|warning")` query can be substituted with `error OR warning` query, which usually works much faster.
|
|
See also [multi-exact filter](#multi-exact-filter).
|
|
- Prefer moving the regexp filter to the end of the [logical filter](#logical-filter), so lightweighter filters are executed first.
|
|
- Prefer using `exact_prefix("some prefix")` instead of `re("^some prefix")`, since the [exact_prefix()](#exact-prefix-filter) works much faster than the `re()` filter.
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
See also:
|
|
|
|
- [Case-insensitive filter](#case-insensitive-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Range filter
|
|
|
|
If you need to filter log message by some field containing only numeric values, then the `range()` filter can be used.
|
|
For example, if the `request.duration` field contains the request duration in seconds, then the following LogsQL query can be used
|
|
for searching for log entries with request durations exceeding 4.2 seconds:
|
|
|
|
```logsql
|
|
request.duration:range(4.2, Inf)
|
|
```
|
|
|
|
The lower and the upper bounds of the range are excluded by default. If they must be included, then substitute the corresponding
|
|
parentheses with square brackets. For example:
|
|
|
|
- `range[1, 10)` includes `1` in the matching range
|
|
- `range(1, 10]` includes `10` in the matching range
|
|
- `range[1, 10]` includes `1` and `10` in the matching range
|
|
|
|
Note that the `range()` filter doesn't match [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
with non-numeric values alongside numeric values. For example, `range(1, 10)` doesn't match `the request took 4.2 seconds`
|
|
[log message](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field), since the `4.2` number is surrounded by other text.
|
|
Extract the numeric value from the message with `parse(_msg, "the request took <request_duration> seconds")` [transformation](#transformations)
|
|
and then apply the `range()` [post-filter](#post-filters) to the extracted `request_duration` field.
|
|
|
|
Performance tips:
|
|
|
|
- It is better to query pure numeric [field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
instead of extracting numeric field from text field via [transformations](#transformations) at query time.
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
See also:
|
|
|
|
- [IPv4 range filter](#ipv4-range-filter)
|
|
- [String range filter](#string-range-filter)
|
|
- [Length range filter](#length-range-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### IPv4 range filter
|
|
|
|
If you need to filter log message by some field containing only [IPv4](https://en.wikipedia.org/wiki/Internet_Protocol_version_4) addresses such as `1.2.3.4`,
|
|
then the `ipv4_range()` filter can be used. For example, the following query matches log entries with `user.ip` address in the range `[127.0.0.0 - 127.255.255.255]`:
|
|
|
|
```logsql
|
|
user.ip:ipv4_range(127.0.0.0, 127.255.255.255)
|
|
```
|
|
|
|
The `ipv4_range()` accepts also IPv4 subnetworks in [CIDR notation](https://en.wikipedia.org/wiki/Classless_Inter-Domain_Routing#CIDR_notation).
|
|
For example, the following query is equivalent to the query above:
|
|
|
|
```logsql
|
|
user.ip:ipv4_range("127.0.0.0/8")
|
|
```
|
|
|
|
If you need matching a single IPv4 address, then just put it inside `ipv4_range()`. For example, the following query matches `1.2.3.4` IP
|
|
at `user.ip` [field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model):
|
|
|
|
```logsql
|
|
user.ip:ipv4_range("1.2.3.4")
|
|
```
|
|
|
|
Note that the `ipv4_range()` doesn't match a string with IPv4 address if this string contains other text. For example, `ipv4_range("127.0.0.0/24")`
|
|
doesn't match `request from 127.0.0.1: done` [log message](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
since the `127.0.0.1` ip is surrounded by other text. Extract the IP from the message with `parse(_msg, "request from <ip>: done")` [transformation](#transformations)
|
|
and then apply the `ipv4_range()` [post-filter](#post-filters) to the extracted `ip` field.
|
|
|
|
Hints:
|
|
|
|
- If you need searching for [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) containing the given `X.Y.Z.Q` IPv4 address,
|
|
then `"X.Y.Z.Q"` query can be used. See [these docs](#phrase-filter) for details.
|
|
- If you need searching for [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field) containing
|
|
at least a single IPv4 address out of the given list, then `"ip1" OR "ip2" ... OR "ipN"` query can be used. See [these docs](#logical-filter) for details.
|
|
- If you need finding log entries with `ip` field in multiple ranges, then use `ip:(ipv4_range(range1) OR ipv4_range(range2) ... OR ipv4_range(rangeN))` query.
|
|
See [these docs](#logical-filter) for details.
|
|
|
|
Performance tips:
|
|
|
|
- It is better querying pure IPv4 [field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
instead of extracting IPv4 from text field via [transformations](#transformations) at query time.
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
See also:
|
|
|
|
- [Range filter](#range-filter)
|
|
- [String range filter](#string-range-filter)
|
|
- [Length range filter](#length-range-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### String range filter
|
|
|
|
If you need to filter log message by some field with string values in some range, then `string_range()` filter can be used.
|
|
For example, the following LogsQL query matches log entries with `user.name` field starting from `A` and `B` chars:
|
|
|
|
```logsql
|
|
user.name:string_range(A, C)
|
|
```
|
|
|
|
The `string_range()` includes the lower bound, while excluding the upper bound. This simplifies querying distinct sets of logs.
|
|
For example, the `user.name:string_range(C, E)` would match `user.name` fields, which start from `C` and `D` chars.
|
|
|
|
See also:
|
|
|
|
- [Range filter](#range-filter)
|
|
- [IPv4 range filter](#ipv4-range-filter)
|
|
- [Length range filter](#length-range-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Length range filter
|
|
|
|
If you need to filter log message by its length, then `len_range()` filter can be used.
|
|
For example, the following LogsQL query matches [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
|
|
with lengths in the range `[5, 10]` chars:
|
|
|
|
```logsql
|
|
len_range(5, 10)
|
|
```
|
|
|
|
This query matches the following log messages, since their length is in the requested range:
|
|
|
|
- `foobar`
|
|
- `foo bar`
|
|
|
|
This query doesn't match the following log messages:
|
|
|
|
- `foo`, since it is too short
|
|
- `foo bar baz abc`, sinc it is too long
|
|
|
|
By default the `len_range()` is applied to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field).
|
|
Put the [field name](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) in front of the `len_range()` in order to apply
|
|
the filter to the needed field. For example, the following query matches log entries with the `foo` field length in the range `[10, 20]` chars:
|
|
|
|
```logsql
|
|
foo:len_range(10, 20)
|
|
```
|
|
|
|
See also:
|
|
|
|
- [Range filter](#range-filter)
|
|
- [Logical filter](#logical-filter)
|
|
|
|
|
|
### Logical filter
|
|
|
|
Simpler LogsQL [filters](#filters) can be combined into more complex filters with the following logical operations:
|
|
|
|
- `q1 AND q2` - matches common log entries returned by both `q1` and `q2`. Arbitrary number of [filters](#filters) can be combined with `AND` operation.
|
|
For example, `error AND file AND app` matches [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
which simultaneously contain `error`, `file` and `app` [words](#word).
|
|
The `AND` operation is frequently used in LogsQL queries, so it is allowed to skip the `AND` word.
|
|
For example, `error file app` is equivalent to `error AND file AND app`.
|
|
|
|
- `q1 OR q2` - merges log entries returned by both `q1` and `q2`. Aribtrary number of [filters](#filters) can be combined with `OR` operation.
|
|
For example, `error OR warning OR info` matches [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
which contain at least one of `error`, `warning` or `info` [words](#word).
|
|
|
|
- `NOT q` - returns all the log entries except of those which match `q`. For example, `NOT info` returns all the
|
|
[log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
which do not contain `info` [word](#word). The `NOT` operation is frequently used in LogsQL queries, so it is allowed substituting `NOT` with `!` in queries.
|
|
For example, `!info` is equivalent to `NOT info`.
|
|
|
|
The `NOT` operation has the highest priority, `AND` has the middle priority and `OR` has the lowest priority.
|
|
The priority order can be changed with parentheses. For example, `NOT info OR debug` is interpreted as `(NOT info) OR debug`,
|
|
so it matches [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field),
|
|
which do not contain `info` [word](#word), while it also matches messages with `debug` word (which may contain the `info` word).
|
|
This is not what most users expect. In this case the query can be rewritten to `NOT (info OR debug)`,
|
|
which correctly returns log messages without `info` and `debug` [words](#word).
|
|
|
|
LogsQL supports arbitrary complex logical queries with arbitrary mix of `AND`, `OR` and `NOT` operations and parentheses.
|
|
|
|
By default logical filters apply to the [`_msg` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
|
|
unless the inner filters explicitly specify the needed [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) via `field_name:filter` syntax.
|
|
For example, `(error OR warn) AND host.hostname:host123` is interpreted as `(_msg:error OR _msg:warn) AND host.hostname:host123`.
|
|
|
|
It is possible to specify a single [log field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) for multiple filters
|
|
with the following syntax:
|
|
|
|
```logsql
|
|
field_name:(q1 OR q2 OR ... qN)
|
|
```
|
|
|
|
For example, `log.level:error OR log.level:warning OR log.level:info` can be substituted with the shorter query: `log.level:(error OR warning OR info)`.
|
|
|
|
Performance tips:
|
|
|
|
- VictoriaLogs executes logical operations from the left to the right, so it is recommended moving the most specific
|
|
and the fastest filters (such as [word filter](#word-filter) and [phrase filter](#phrase-filter)) to the left,
|
|
while moving less specific and the slowest filters (such as [regexp filter](#regexp-filter) and [case-insensitive filter](#case-insensitive-filter))
|
|
to the right. For example, if you need to find [log messages](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#message-field)
|
|
with the `error` word, which match some `/foo/(bar|baz)` regexp,
|
|
it is better from performance PoV to use the query `error re("/foo/(bar|baz)")` instead of `re("/foo/(bar|baz)") error`.
|
|
|
|
The most specific filter means that it matches the lowest number of log entries comparing to other filters.
|
|
|
|
- See [other performance tips](#performance-tips).
|
|
|
|
## Stream context
|
|
|
|
LogsQL will support the ability to select the given number of surrounding log lines for the selected log lines
|
|
on a [per-stream](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields) basis.
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Transformations
|
|
|
|
It is possible to perform various transformations on the [selected log entries](#filters) at client side
|
|
with `jq`, `awk`, `cut`, etc. Unix commands according to [these docs](https://docs.victoriametrics.com/VictoriaLogs/querying/#command-line).
|
|
|
|
LogsQL will support the following transformations for the [selected](#filters) log entries:
|
|
|
|
- Extracting the specified fields from text [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model) according to the provided pattern.
|
|
- Extracting the specified fields from JSON strings stored inside [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
- Extracting the specified fields from [logfmt](https://brandur.org/logfmt) strings stored
|
|
inside [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
- Creating a new field from existing [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
according to the provided format.
|
|
- Creating a new field according to math calculations over existing [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
- Copying of the existing [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
- Parsing duration strings into floating-point seconds for further [stats calculations](#stats).
|
|
- Creating a boolean field with the result of arbitrary [post-filters](#post-filters) applied to the current fields.
|
|
Boolean fields may be useful for [conditional stats calculation](#stats).
|
|
- Creating an integer field with the length of the given field value. This can be useful for [stats calculations](#stats).
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Post-filters
|
|
|
|
It is possible to perform post-filtering on the [selected log entries](#filters) at client side with `grep` or similar Unix commands
|
|
according to [these docs](https://docs.victoriametrics.com/VictoriaLogs/querying/#command-line).
|
|
|
|
LogsQL will support post-filtering on the original [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
and fields created by various [transformations](#transformations). The following post-filters will be supported:
|
|
|
|
- Full-text [filtering](#filters).
|
|
- [Logical filtering](#logical-filter).
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Stats
|
|
|
|
It is possible to perform stats calculations on the [selected log entries](#filters) at client side with `sort`, `uniq`, etc. Unix commands
|
|
according to [these docs](https://docs.victoriametrics.com/VictoriaLogs/querying/#command-line).
|
|
|
|
LogsQL will support calculating the following stats based on the [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
and fields created by [transformations](#transformations):
|
|
|
|
- The number of selected logs.
|
|
- The number of non-empty values for the given field.
|
|
- The number of unique values for the given field.
|
|
- The min, max, avg, and sum for the given field.
|
|
- The median and [percentile](https://en.wikipedia.org/wiki/Percentile) for the given field.
|
|
|
|
It will be possible specifying an optional condition [filter](#post-filters) when calculating the stats.
|
|
For example, `sumIf(response_size, is_admin:true)` calculates the total response size for admins only.
|
|
|
|
It will be possible to group stats by the specified [fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model)
|
|
and by the specified time buckets.
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Sorting
|
|
|
|
By default VictoriaLogs sorts the returned results by [`_time` field](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#time-field)
|
|
if their total size doesn't exceed `-select.maxSortBufferSize` command-line value (by default it is set to one megabytes).
|
|
Otherwise sorting is skipped because of performance and efficiency concerns described [here](https://docs.victoriametrics.com/VictoriaLogs/querying/).
|
|
|
|
It is possible to sort the [selected log entries](#filters) at client side with `sort` Unix command
|
|
according to [these docs](https://docs.victoriametrics.com/VictoriaLogs/querying/#command-line).
|
|
|
|
LogsQL will support results' sorting by the given set of [log fields](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#data-model).
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Limiters
|
|
|
|
It is possible to limit the returned results with `head`, `tail`, `less`, etc. Unix commands
|
|
according to [these docs](https://docs.victoriametrics.com/VictoriaLogs/querying/#command-line).
|
|
|
|
LogsQL will support the ability to limit the number of returned results alongside the ability to page the returned results.
|
|
Additionally, LogsQL will provide the ability to select fields, which must be returned in the response.
|
|
|
|
See the [Roadmap](https://docs.victoriametrics.com/VictoriaLogs/Roadmap.html) for details.
|
|
|
|
## Performance tips
|
|
|
|
- It is highly recommended specifying [time filter](#time-filter) in order to narrow down the search to specific time range.
|
|
- It is highly recommended specifying [stream filter](#stream-filter) in order to narrow down the search
|
|
to specific [log streams](https://docs.victoriametrics.com/VictoriaLogs/keyConcepts.html#stream-fields).
|
|
- Move faster filters such as [word filter](#word-filter) and [phrase filter](#phrase-filter) to the beginning of the query.
|
|
This rule doesn't apply to [time filter](#time-filter) and [stream filter](#stream-filter), which can be put at any place of the query.
|
|
- Move more specific filters, which match lower number of log entries, to the beginning of the query.
|
|
This rule doesn't apply to [time filter](#time-filter) and [stream filter](#stream-filter), which can be put at any place of the query.
|