> ## Documentation Index
> Fetch the complete documentation index at: https://nvd-54.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Milvus 集成

> 使用 LangChain Python 与 Milvus 集成。

> [Milvus](https://milvus.io/docs/overview.md) is a database that stores, indexes, and manages
> massive embedding vectors generated by deep neural networks and other machine learning (ML) models.

## 安装和设置

安装 Python SDK：

<CodeGroup>
  ```bash pip theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
  pip install langchain-milvus
  ```

  ```bash uv theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
  uv add langchain-milvus
  ```
</CodeGroup>

## 向量存储

查看[使用示例](/oss/python/integrations/vectorstores/milvus).

要导入此向量存储：

```python theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
from langchain_milvus import Milvus
```

***

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  <Callout icon="terminal-2">
    [将这些文档连接](/use-these-docs) 到 Claude、VSCode 等工具，通过 MCP 获取实时答案。
  </Callout>

  <Callout icon="edit">
    [在 GitHub 上编辑此页面](https://github.com/langchain-ai/docs/edit/main/src/oss/python/integrations/providers/milvus.mdx)或[提交 issue](https://github.com/langchain-ai/docs/issues/new/choose).
  </Callout>
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