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Union types documentation (elastic#110183)
* Union types documentation * Try remove asciidoc error * Another attempt * Using literal block * Nicer formatting * Remove partintro * Small refinements * Edits for clarity and style --------- Co-authored-by: Marci W <[email protected]>
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[[esql-multi-index]] | ||
=== Using {esql} to query multiple indices | ||
++++ | ||
<titleabbrev>Using {esql} to query multiple indices</titleabbrev> | ||
++++ | ||
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With {esql}, you can execute a single query across multiple indices, data streams, or aliases. | ||
To do so, use wildcards and date arithmetic. The following example uses a comma-separated list and a wildcard: | ||
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[source,esql] | ||
---- | ||
FROM employees-00001,other-employees-* | ||
---- | ||
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Use the format `<remote_cluster_name>:<target>` to <<esql-cross-clusters, query data streams and indices | ||
on remote clusters>>: | ||
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[source,esql] | ||
---- | ||
FROM cluster_one:employees-00001,cluster_two:other-employees-* | ||
---- | ||
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[discrete] | ||
[[esql-multi-index-invalid-mapping]] | ||
=== Field type mismatches | ||
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When querying multiple indices, data streams, or aliases, you might find that the same field is mapped to multiple different types. | ||
For example, consider the two indices with the following field mappings: | ||
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*index: events_ip* | ||
``` | ||
{ | ||
"mappings": { | ||
"properties": { | ||
"@timestamp": { "type": "date" }, | ||
"client_ip": { "type": "ip" }, | ||
"event_duration": { "type": "long" }, | ||
"message": { "type": "keyword" } | ||
} | ||
} | ||
} | ||
``` | ||
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*index: events_keyword* | ||
``` | ||
{ | ||
"mappings": { | ||
"properties": { | ||
"@timestamp": { "type": "date" }, | ||
"client_ip": { "type": "keyword" }, | ||
"event_duration": { "type": "long" }, | ||
"message": { "type": "keyword" } | ||
} | ||
} | ||
} | ||
``` | ||
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When you query each of these individually with a simple query like `FROM events_ip`, the results are provided with type-specific columns: | ||
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[source.merge.styled,esql] | ||
---- | ||
FROM events_ip | ||
| SORT @timestamp DESC | ||
---- | ||
[%header.monospaced.styled,format=dsv,separator=|] | ||
|=== | ||
@timestamp:date | client_ip:ip | event_duration:long | message:keyword | ||
2023-10-23T13:55:01.543Z | 172.21.3.15 | 1756467 | Connected to 10.1.0.1 | ||
2023-10-23T13:53:55.832Z | 172.21.3.15 | 5033755 | Connection error | ||
2023-10-23T13:52:55.015Z | 172.21.3.15 | 8268153 | Connection error | ||
|=== | ||
|
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Note how the `client_ip` column is correctly identified as type `ip`, and all values are displayed. | ||
However, if instead the query sources two conflicting indices with `FROM events_*`, the type of the `client_ip` column cannot be determined | ||
and is reported as `unsupported` with all values returned as `null`. | ||
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[[query-unsupported]] | ||
[source.merge.styled,esql] | ||
---- | ||
FROM events_* | ||
| SORT @timestamp DESC | ||
---- | ||
[%header.monospaced.styled,format=dsv,separator=|] | ||
|=== | ||
@timestamp:date | client_ip:unsupported | event_duration:long | message:keyword | ||
2023-10-23T13:55:01.543Z | null | 1756467 | Connected to 10.1.0.1 | ||
2023-10-23T13:53:55.832Z | null | 5033755 | Connection error | ||
2023-10-23T13:52:55.015Z | null | 8268153 | Connection error | ||
2023-10-23T13:51:54.732Z | null | 725448 | Connection error | ||
2023-10-23T13:33:34.937Z | null | 1232382 | Disconnected | ||
2023-10-23T12:27:28.948Z | null | 2764889 | Connected to 10.1.0.2 | ||
2023-10-23T12:15:03.360Z | null | 3450233 | Connected to 10.1.0.3 | ||
|=== | ||
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In addition, if the query refers to this unsupported field directly, the query fails: | ||
|
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[source.merge.styled,esql] | ||
---- | ||
FROM events_* | ||
| KEEP @timestamp, client_ip, event_duration, message | ||
| SORT @timestamp DESC | ||
---- | ||
|
||
[source,bash] | ||
---- | ||
Cannot use field [client_ip] due to ambiguities being mapped as | ||
[2] incompatible types: | ||
[ip] in [events_ip], | ||
[keyword] in [events_keyword] | ||
---- | ||
|
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[discrete] | ||
[[esql-multi-index-union-types]] | ||
=== Union types | ||
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{esql} has a way to handle <<esql-multi-index-invalid-mapping, field type mismatches>>. When the same field is mapped to multiple types in multiple indices, | ||
the type of the field is understood to be a _union_ of the various types in the index mappings. | ||
As seen in the preceding examples, this _union type_ cannot be used in the results, | ||
and cannot be referred to by the query | ||
-- except when it's passed to a type conversion function that accepts all the types in the _union_ and converts the field | ||
to a single type. {esql} offers a suite of <<esql-type-conversion-functions,type conversion functions>> to achieve this. | ||
|
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In the above examples, the query can use a command like `EVAL client_ip = TO_IP(client_ip)` to resolve | ||
the union of `ip` and `keyword` to just `ip`. | ||
You can also use the type-conversion syntax `EVAL client_ip = client_ip::IP`. | ||
Alternatively, the query could use <<esql-to_string,`TO_STRING`>> to convert all supported types into `KEYWORD`. | ||
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For example, the <<query-unsupported,query>> that returned `client_ip:unsupported` with `null` values can be improved using the `TO_IP` function or the equivalent `field::ip` syntax. | ||
These changes also resolve the error message. | ||
As long as the only reference to the original field is to pass it to a conversion function that resolves the type ambiguity, no error results. | ||
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[source.merge.styled,esql] | ||
---- | ||
FROM events_* | ||
| EVAL client_ip = TO_IP(client_ip) | ||
| KEEP @timestamp, client_ip, event_duration, message | ||
| SORT @timestamp DESC | ||
---- | ||
[%header.monospaced.styled,format=dsv,separator=|] | ||
|=== | ||
@timestamp:date | client_ip:ip | event_duration:long | message:keyword | ||
2023-10-23T13:55:01.543Z | 172.21.3.15 | 1756467 | Connected to 10.1.0.1 | ||
2023-10-23T13:53:55.832Z | 172.21.3.15 | 5033755 | Connection error | ||
2023-10-23T13:52:55.015Z | 172.21.3.15 | 8268153 | Connection error | ||
2023-10-23T13:51:54.732Z | 172.21.3.15 | 725448 | Connection error | ||
2023-10-23T13:33:34.937Z | 172.21.0.5 | 1232382 | Disconnected | ||
2023-10-23T12:27:28.948Z | 172.21.2.113 | 2764889 | Connected to 10.1.0.2 | ||
2023-10-23T12:15:03.360Z | 172.21.2.162 | 3450233 | Connected to 10.1.0.3 | ||
|=== | ||
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[discrete] | ||
[[esql-multi-index-index-metadata]] | ||
=== Index metadata | ||
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It can be helpful to know the particular index from which each row is sourced. | ||
To get this information, use the <<esql-metadata-fields,`METADATA`>> option on the <<esql-from,`FROM`>> command. | ||
|
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[source.merge.styled,esql] | ||
---- | ||
FROM events_* METADATA _index | ||
| EVAL client_ip = TO_IP(client_ip) | ||
| KEEP _index, @timestamp, client_ip, event_duration, message | ||
| SORT @timestamp DESC | ||
---- | ||
[%header.monospaced.styled,format=dsv,separator=|] | ||
|=== | ||
_index:keyword | @timestamp:date | client_ip:ip | event_duration:long | message:keyword | ||
events_ip | 2023-10-23T13:55:01.543Z | 172.21.3.15 | 1756467 | Connected to 10.1.0.1 | ||
events_ip | 2023-10-23T13:53:55.832Z | 172.21.3.15 | 5033755 | Connection error | ||
events_ip | 2023-10-23T13:52:55.015Z | 172.21.3.15 | 8268153 | Connection error | ||
events_keyword | 2023-10-23T13:51:54.732Z | 172.21.3.15 | 725448 | Connection error | ||
events_keyword | 2023-10-23T13:33:34.937Z | 172.21.0.5 | 1232382 | Disconnected | ||
events_keyword | 2023-10-23T12:27:28.948Z | 172.21.2.113 | 2764889 | Connected to 10.1.0.2 | ||
events_keyword | 2023-10-23T12:15:03.360Z | 172.21.2.162 | 3450233 | Connected to 10.1.0.3 | ||
|=== |
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