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Adds reference to ELSER V2 blog post.
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szabosteve committed Nov 7, 2023
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13 changes: 9 additions & 4 deletions docs/en/stack/ml/nlp/ml-nlp-elser.asciidoc
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Expand Up @@ -89,11 +89,12 @@ use v2 for search. This {ref}/semantic-search-elser.html[tutorial] shows you how
to create an ingest pipeline with an {infer} processor that uses ELSER v2, and
how to reindex your data through the pipeline.

Additionally, the `elasticearch-labs` GitHub repository contains an interactive https://github.com/elastic/elasticsearch-labs/blob/main/notebooks/model-upgrades/upgrading-index-to-use-elser.ipynb[Python notebook] that walks through upgrading an index to ELSER v2.
Additionally, the `elasticearch-labs` GitHub repository contains an interactive
https://github.com/elastic/elasticsearch-labs/blob/main/notebooks/model-upgrades/upgrading-index-to-use-elser.ipynb[Python notebook]
that walks through upgrading an index to ELSER V2.

// TO DO
// If you want to learn more about the ELSER v2 improvements, refer to this blog
// post.
If you want to learn more about the ELSER V2 improvements, refer to
https://www.elastic.co/search-labs/introducing-elser-v2-part-1[this blog post].

[discrete]
[[download-deploy-elser]]
Expand Down Expand Up @@ -457,6 +458,10 @@ performed on a 16vCPU machine, with all documents containing exactly 256 tokens.
IMPORTANT: The length of the documents in your particular dataset will have a
significant impact on your throughput numbers.

Refer to
https://www.elastic.co/search-labs/introducing-elser-v2-part-1[this blog post]
to learn more about ELSER V2 improved performance.

image::images/ml-nlp-elser-bm-summary.png[alt="Summary of ELSER V1 and V2 benchmark reports",align="center"]

**The platform specific** results show a nearly linear growth up until 8
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