opensearch-docs-cn/_ml-commons-plugin/opensearch-assistant.md
kolchfa-aws 3f7468b504
Add agent framework/throttling/hidden model/OS assistant and update conversational search documentation (#6354)
* Add agent framework documentation

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* Add hidden model and API updates

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* Vale error

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* Updated field names

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* Add updating credentials

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* Added tools table

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* Add OpenSearch forum thread for OS Assistant

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* Add tech review for conv search

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* Fix links

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* Add tools

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* Add links to tools

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* More info about tools

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* Tool parameters

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* Update cat-index-tool.md

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* Parameter clarification

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* Tech review feedback

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* Typo fix

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* More tech review feedback: RAG tool

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* Tech review feedback: memory APis

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* Update _ml-commons-plugin/agents-tools/index.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/opensearch-assistant.md

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* Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md

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* Apply suggestions from code review

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* Separated search and get APIs and add conversational flow agent

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* More parameters for PPL tool

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* Added more parameters

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* Tech review feedback: PPL tool

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* Apply suggestions from code review

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* Rename to automating configurations

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* Editorial comments on the new text

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* Add parameter to PPl tool

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* Changed link to configurations

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* Rate limiter feedback and added warning

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2024-02-20 12:09:31 -05:00

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default OpenSearch Assistant Toolkit false false 28

OpenSearch Assistant Toolkit

Introduced 2.12 {: .label .label-purple }

This is an experimental feature and is not recommended for use in a production environment. For updates on the progress of the feature or if you want to leave feedback, see the associated OpenSearch forum thread.
{: .warning}

The OpenSearch Assistant Toolkit helps you create AI-powered assistants for OpenSearch Dashboards. The toolkit includes the following elements:

  • Agents and tools: Agents interface with a large language model (LLM) and execute high-level tasks, such as summarization or generating Piped Processing Language (PPL) from natural language. The agent's high-level tasks consist of low-level tasks called tools, which can be reused by multiple agents.
  • Configuration automation: Uses templates to set up infrastructure for artificial intelligence and machine learning (AI/ML) applications. For example, you can automate configuring agents to be used for chat or generating PPL queries from natural language.
  • OpenSearch Assistant for OpenSearch Dashboards: This is the OpenSearch Dashboards UI for the AI-powered assistant. The assistant's workflow is configured with various agents and tools.

Enabling OpenSearch Assistant

To enable OpenSearch Assistant, perform the following steps:

  • Enable the agent framework and retrieval-augmented generation (RAG) by configuring the following settings:
    plugins.ml_commons.agent_framework_enabled: true
    plugins.ml_commons.rag_pipeline_feature_enabled: true
    
    {% include copy.html %}
  • Enable the assistant by configuring the following settings:
    assistant.chat.enabled: true
    observability.query_assist.enabled: true
    
    {% include copy.html %}

For more information about ways to enable experimental features, see Experimental feature flags.

Next steps