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deploy-manage/tools/snapshot-and-restore/searchable-snapshots.md

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# Searchable snapshots [searchable-snapshots]
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::::{important}
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Searchable snapshots is a feature that requires an Enteprise license.
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Searchable snapshots is a feature that requires an Enterprise license.
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{{search-snaps-cap}} let you use [snapshots](../snapshot-and-restore.md) to search infrequently accessed and read-only data in a very cost-effective fashion. The [cold](../../../manage-data/lifecycle/data-tiers.md#cold-tier) and [frozen](../../../manage-data/lifecycle/data-tiers.md#frozen-tier) data tiers use {{search-snaps}} to reduce your storage and operating costs.

manage-data/data-store/mapping/dynamic-templates.md

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PUT my-index/_doc/1
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PUT my-index-000001/_doc/1
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{
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"one_ip": "will not match", <1>
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"ip_two": "will not match", <2>

manage-data/data-store/text-analysis/token-graphs.md

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## Multi-position tokens [token-graphs-multi-position-tokens]
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Some token filters can add tokens that span multiple positions. These can include tokens for multi-word synonyms, such as using "atm" as a synonym for "automatic teller machine."
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Some token filters can add tokens that span multiple positions. These can include tokens for multi-word synonyms, such as using "atm" as a synonym for "automatic teller machine".
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However, only some token filters, known as *graph token filters*, accurately record the `positionLength` for multi-position tokens. These filters include:
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solutions/observability/apm/apm-server/configure-real-user-monitoring-rum.md

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The [Real User Monitoring (RUM) agent](apm-agent-rum-js://reference/index.md) captures user interactions with clients such as web browsers. These interactions are sent as events to the APM Server. Because the RUM agent runs on the client side, the connection between agent and server is unauthenticated. As a security precaution, RUM is therefore disabled by default.
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:::{important}
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To use RUM, you need a centralized APM Server, either running as standalone binary or managed through Fleet.
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:::
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::::::{tab-item} APM Server binary

solutions/observability/connect-to-own-local-llm.md

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# Connect to your own local LLM
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:::{important}
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Elastic doesn’t support the setup and configuration of local LLMs. The example provided is for reference only.
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Before using a local LLM, evaluate its performance according to the [LLM performance matrix](./llm-performance-matrix.md#evaluate-your-own-model).
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:::
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This page provides instructions for setting up a connector to a large language model (LLM) of your choice using LM Studio. This allows you to use your chosen model within the {{obs-ai-assistant}}. You’ll first need to set up LM Studio, then download and deploy a model via LM studio and finally configure the connector in your Elastic deployment.
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::::{note}
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If your Elastic deployment is not on the same network, you must configure an Nginx reverse proxy to authenticate with Elastic. Refer to [Configure your reverse proxy](https://www.elastic.co/docs/solutions/security/ai/connect-to-own-local-llm#_configure_your_reverse_proxy) for more detailed instructions.
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You do not have to set up a proxy if LM Studio is running locally, or on the same network as your Elastic deployment.
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You do not have to set up a proxy if LM Studio is running locally, or on the same network as your Elastic deployment.
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4. Load a model: `lms load llama-3.3-70b-instruct --context-length 64000 --gpu max`.
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When loading a model, use the `--context-length` flag with a context window of 64,000 or higher.
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When loading a model, use the `--context-length` flag with a context window of 64,000 or higher.
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Optionally, you can set how much to offload to the GPU by using the `--gpu` flag. `--gpu max` will offload all layers to GPU.
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solutions/observability/observability-ai-assistant.md

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### Connect to a custom local LLM
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```{applies_to}
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serverless: ga
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```
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[Connect to LM Studio](/solutions/observability/connect-to-own-local-llm.md) to use a custom LLM deployed and managed by you.
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solutions/search/agent-builder/a2a-server.md

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stack: preview 9.2
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serverless:
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elasticsearch: preview
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observability: unavailable
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security: unavailable
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---
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:::{warning}
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These pages are currently hidden from the docs TOC and have `noindexed` meta headers.
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**Go to the docs [landing page](/solutions/search/elastic-agent-builder.md).**
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# Agent-to-Agent (A2A) server
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The [**Agent-to-Agent (A2A) server**](https://github.com/a2aproject/A2A) enables external A2A clients to communicate with {{agent-builder}} agents.

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