From 6fa955c56709414343be484c5e5d48f242bd8b3b Mon Sep 17 00:00:00 2001 From: luohuanhuan2019 <1587208835@qq.com> Date: Thu, 16 Jan 2025 20:53:18 +0800 Subject: [PATCH] add readme_zh --- examples/openai_README_zh.md | 115 +++++++++++++++++++++++++++++++++++ 1 file changed, 115 insertions(+) create mode 100644 examples/openai_README_zh.md diff --git a/examples/openai_README_zh.md b/examples/openai_README_zh.md new file mode 100644 index 00000000..068b2caf --- /dev/null +++ b/examples/openai_README_zh.md @@ -0,0 +1,115 @@ + +## 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