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Add Multi-Field Support for Semantic Text Fields #120128
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Add Multi-Field Support for Semantic Text Fields
jimczi 0708bfd
Merge remote-tracking branch 'upstream/main' into semantic_text_multi…
jimczi ee83000
address review comments
jimczi b290d46
[CI] Auto commit changes from spotless
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Merge branch 'main' into semantic_text_multi_fields
jimczi 3ecc388
Merge branch 'main' into semantic_text_multi_fields
jimczi 8df47c1
Update docs/changelog/120128.yaml
jimczi a0f4bcc
Merge branch 'main' into semantic_text_multi_fields
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Original file line number | Diff line number | Diff line change |
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@@ -182,16 +182,11 @@ Even if the script targets non-`semantic_text` fields, the update will fail when | |
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[discrete] | ||
[[copy-to-support]] | ||
==== `copy_to` support | ||
==== `copy_to` and multi-fields support | ||
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The `semantic_text` field type can be the target of | ||
<<copy-to,`copy_to` fields>>. This means you can use a single `semantic_text` | ||
field to collect the values of other fields for semantic search. Each value has | ||
its embeddings calculated separately; each field value is a separate set of chunk(s) in | ||
the resulting embeddings. | ||
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This imposes a restriction on bulk requests and ingestion pipelines that update documents with `semantic_text` fields. | ||
In these cases, all fields that are copied to a `semantic_text` field, including the `semantic_text` field value, must have a value to ensure every embedding is calculated correctly. | ||
The semantic_text field type can serve as the target of <<copy-to,copy_to fields>>, | ||
be part of a <<multi-fields,multi-field>> structure, or contain <<multi-fields,multi-fields>> internally. | ||
This means you can use a single field to collect the values of other fields for semantic search. | ||
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For example, the following mapping: | ||
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@@ -201,39 +196,48 @@ PUT test-index | |
{ | ||
"mappings": { | ||
"properties": { | ||
"infer_field": { | ||
"type": "semantic_text", | ||
"inference_id": ".elser-2-elasticsearch" | ||
}, | ||
"source_field": { | ||
"type": "text", | ||
"copy_to": "infer_field" | ||
}, | ||
"infer_field": { | ||
"type": "semantic_text", | ||
"inference_id": ".elser-2-elasticsearch" | ||
} | ||
} | ||
} | ||
} | ||
------------------------------------------------------------ | ||
// TEST[skip:TBD] | ||
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Will need the following bulk update request to ensure that `infer_field` is updated correctly: | ||
can also be declared as multi-fields: | ||
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[source,console] | ||
------------------------------------------------------------ | ||
PUT test-index/_bulk | ||
{"update": {"_id": "1"}} | ||
{"doc": {"infer_field": "updated inference field", "source_field": "updated source field"}} | ||
PUT test-index | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. ❤️ |
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{ | ||
"mappings": { | ||
"properties": { | ||
"source_field": { | ||
"type": "text", | ||
"fields": { | ||
"infer_field": { | ||
"type": "semantic_text", | ||
"inference_id": ".elser-2-elasticsearch" | ||
} | ||
} | ||
} | ||
} | ||
} | ||
} | ||
------------------------------------------------------------ | ||
// TEST[skip:TBD] | ||
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Notice that both the `semantic_text` field and the source field are updated in the bulk request. | ||
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[discrete] | ||
[[limitations]] | ||
==== Limitations | ||
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`semantic_text` field types have the following limitations: | ||
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* `semantic_text` fields are not currently supported as elements of <<nested,nested fields>>. | ||
* `semantic_text` fields can't currently be set as part of <<dynamic-templates>>. | ||
* `semantic_text` fields can't be defined as <<multi-fields,multi-fields>> of another field, nor can they contain other fields as multi-fields. | ||
* `semantic_text` fields can't currently be set as part of <<dynamic-templates>>. |
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Can we update the docs to indicate that
semantic_text
can now be acopy_to
source?