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docs: Add unsupported search mode info about FAISS (#3089)
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@ -12,6 +12,18 @@ That means you'll get fast and efficient vector retrieval.
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- Lightweight and easy to use
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- Fully integrated with Llama Stack
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- GPU support
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- **Vector search** - FAISS supports pure vector similarity search using embeddings
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## Search Modes
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**Supported:**
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- **Vector Search** (`mode="vector"`): Performs vector similarity search using embeddings
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**Not Supported:**
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- **Keyword Search** (`mode="keyword"`): Not supported by FAISS
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- **Hybrid Search** (`mode="hybrid"`): Not supported by FAISS
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> **Note**: FAISS is designed as a pure vector similarity search library. See the [FAISS GitHub repository](https://github.com/facebookresearch/faiss) for more details about FAISS's core functionality.
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## Usage
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