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53 lines
2.2 KiB
Text
53 lines
2.2 KiB
Text
[role="xpack"]
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[[inference-apis]]
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== {infer-cap} APIs
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experimental[]
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IMPORTANT: The {infer} APIs enable you to use certain services, such as built-in
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{ml} models (ELSER, E5), models uploaded through Eland, Cohere, OpenAI, Azure,
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Google AI Studio or Hugging Face. For built-in models and models uploaded
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through Eland, the {infer} APIs offer an alternative way to use and manage
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trained models. However, if you do not plan to use the {infer} APIs to use these
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models or if you want to use non-NLP models, use the
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<<ml-df-trained-models-apis>>.
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The {infer} APIs enable you to create {infer} endpoints and use {ml} models of
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different providers - such as Amazon Bedrock, Anthropic, Azure AI Studio,
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Cohere, Google AI, Mistral, OpenAI, or HuggingFace - as a service. Use
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the following APIs to manage {infer} models and perform {infer}:
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* <<delete-inference-api>>
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* <<get-inference-api>>
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* <<post-inference-api>>
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* <<put-inference-api>>
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[[inference-landscape]]
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.A representation of the Elastic inference landscape
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image::images/inference-landscape.png[A representation of the Elastic inference landscape,align="center"]
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An {infer} endpoint enables you to use the corresponding {ml} model without
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manual deployment and apply it to your data at ingestion time through
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<<semantic-search-semantic-text, semantic text>>.
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Choose a model from your provider or use ELSER – a retrieval model trained by
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Elastic –, then create an {infer} endpoint by the <<put-inference-api>>.
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Now use <<semantic-search-semantic-text, semantic text>> to perform
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<<semantic-search, semantic search>> on your data.
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include::delete-inference.asciidoc[]
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include::get-inference.asciidoc[]
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include::post-inference.asciidoc[]
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include::put-inference.asciidoc[]
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include::service-amazon-bedrock.asciidoc[]
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include::service-anthropic.asciidoc[]
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include::service-azure-ai-studio.asciidoc[]
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include::service-azure-openai.asciidoc[]
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include::service-cohere.asciidoc[]
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include::service-elasticsearch.asciidoc[]
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include::service-elser.asciidoc[]
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include::service-google-ai-studio.asciidoc[]
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include::service-google-vertex-ai.asciidoc[]
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include::service-hugging-face.asciidoc[]
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include::service-mistral.asciidoc[]
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include::service-openai.asciidoc[]
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