## API 服务器实现 LightRAG also provides a FastAPI-based server implementation for RESTful API access to RAG operations. This allows you to run LightRAG as a service and interact with it through HTTP requests. LightRAG 还提供基于 FastAPI 的服务器实现,用于对 RAG 操作进行 RESTful API 访问。这允许您将 LightRAG 作为服务运行并通过 HTTP 请求与其交互。 ### 设置 API 服务器
单击展开设置说明 1. 首先,确保您具有所需的依赖项: ```bash pip install fastapi uvicorn pydantic ``` 2. 设置您的环境变量: ```bash export RAG_DIR="your_index_directory" # Optional: Defaults to "index_default" export OPENAI_BASE_URL="Your OpenAI API base URL" # Optional: Defaults to "https://api.openai.com/v1" export OPENAI_API_KEY="Your OpenAI API key" # Required export LLM_MODEL="Your LLM model" # Optional: Defaults to "gpt-4o-mini" export EMBEDDING_MODEL="Your embedding model" # Optional: Defaults to "text-embedding-3-large" ``` 3. 运行API服务器: ```bash python examples/lightrag_api_openai_compatible_demo.py ``` 服务器将启动于 `http://0.0.0.0:8020`.
### API端点 API服务器提供以下端点: #### 1. 查询端点
点击查看查询端点详情 - **URL:** `/query` - **Method:** POST - **Body:** ```json { "query": "Your question here", "mode": "hybrid", // Can be "naive", "local", "global", or "hybrid" "only_need_context": true // Optional: Defaults to false, if true, only the referenced context will be returned, otherwise the llm answer will be returned } ``` - **Example:** ```bash curl -X POST "http://127.0.0.1:8020/query" \ -H "Content-Type: application/json" \ -d '{"query": "What are the main themes?", "mode": "hybrid"}' ```
#### 2. 插入文本端点
单击可查看插入文本端点详细信息 - **URL:** `/insert` - **Method:** POST - **Body:** ```json { "text": "Your text content here" } ``` - **Example:** ```bash curl -X POST "http://127.0.0.1:8020/insert" \ -H "Content-Type: application/json" \ -d '{"text": "Content to be inserted into RAG"}' ```
#### 3. 插入文件端点
单击查看插入文件端点详细信息 - **URL:** `/insert_file` - **Method:** POST - **Body:** ```json { "file_path": "path/to/your/file.txt" } ``` - **Example:** ```bash curl -X POST "http://127.0.0.1:8020/insert_file" \ -H "Content-Type: application/json" \ -d '{"file_path": "./book.txt"}' ```
#### 4. 健康检查端点
点击查看健康检查端点详细信息 - **URL:** `/health` - **Method:** GET - **Example:** ```bash curl -X GET "http://127.0.0.1:8020/health" ```
### 配置 可以使用环境变量配置API服务器: - `RAG_DIR`: 存放RAG索引的目录 (default: "index_default") - 应在代码中为您的特定 LLM 和嵌入模型提供商配置 API 密钥和基本 URL