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articles/ai-studio/how-to/prompt-flow-tools/faiss-index-lookup-tool.md

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[!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
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> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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The prompt flow *Faiss Index Lookup* tool is tailored for querying within a user-provided Faiss-based vector store. In combination with the [Large Language Model (LLM) tool](llm-tool.md), it can help to extract contextually relevant information from a domain knowledge base.
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articles/ai-studio/how-to/prompt-flow-tools/vector-db-lookup-tool.md

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[!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
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> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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The prompt flow *Vector DB Lookup* tool is a vector search tool that allows users to search top-k similar vectors from vector database. This tool is a wrapper for multiple third-party vector databases. The list of current supported databases is as follows.
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articles/ai-studio/how-to/prompt-flow-tools/vector-index-lookup-tool.md

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[!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
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2020
> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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The prompt flow *Vector index lookup* tool is tailored for querying within vector index such as Azure AI Search. You can extract contextually relevant information from a domain knowledge base.
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articles/machine-learning/prompt-flow/tools-reference/faiss-index-lookup-tool.md

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# Faiss Index Lookup tool
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> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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Faiss Index Lookup is a tool tailored for querying within a user-provided Faiss-based vector store. In combination with our large language model (LLM) tool, it empowers you to extract contextually relevant information from a domain knowledge base.
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articles/machine-learning/prompt-flow/tools-reference/vector-db-lookup-tool.md

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# Vector DB Lookup tool
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> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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Vector DB Lookup is a vector search tool that you can use to search for the top-scored similar vectors from a vector database. This tool is a wrapper for multiple third-party vector databases. Current supported databases are listed in the following table.
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articles/machine-learning/prompt-flow/tools-reference/vector-index-lookup-tool.md

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# Vector Index Lookup
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> [!IMPORTANT]
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md##how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
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Vector Index Lookup is a tool tailored for querying within an Azure Machine Learning vector index. It empowers users to extract contextually relevant information from a domain knowledge base.
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