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README.md
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2. **Concept Decomposition and Visualization**
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- Break down complex problems into basic concepts
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- Visualize concept relationships through tree diagrams or network graphs
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- Intuitively display dependencies and connections between concepts
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3. **Interactive Learning Experience**
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- Click on any sub-concept to get detailed explanations
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- View targeted examples and exercises
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- Get recommendations for relevant learning resources
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4. **Progress Saving and Caching**
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- Cache generated concept explanations to improve response speed
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- Save learning records for easy review and revision
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## Installation and Running
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### Prerequisites
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- Python 3.7+
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- pip (Python package manager)
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```angular2html
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conda create -n ai_new_dream python=3.11
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pip install -r requirements.txt
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export OPENAI_API_KEY="your-secret-api-key"
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```
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### Automatic Installation and Running
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**Linux/Mac:**
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```bash
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# Add execution permission
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chmod +x run.sh
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# Run startup script
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./run.sh
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```
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**Windows:**
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```
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# Double-click to run, or run in command prompt
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run.bat
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```
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### Manual Installation and Running
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```bash
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# Create virtual environment
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python -m venv venv
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# Activate virtual environment
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# On Windows:
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venv\Scripts\activate
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# On Linux/Mac:
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source venv/bin/activate
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# Install dependencies
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pip install -r requirements.txt
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# Run application
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python app.py
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```
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## Project Structure
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```
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.
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├── app.py # Main application file
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├── prompts.py # LLM prompt templates
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├── llm_utils.py # LLM utility functions
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├── visualization.py # Concept graph visualization module
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├── cache_utils.py # Caching utilities
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├── concept_handler.js # JavaScript for concept click handling
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├── requirements.txt # Project dependencies
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├── run.sh # Linux/Mac startup script
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└── run.bat # Windows startup script
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```
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## Integrated LLM
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This application is integrated with the OpenAI API using the `gpt4omini` model. The implementation is in the `call_llm` function in the `llm_utils.py` file:
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```python
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def call_llm(prompt: str) -> str:
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"""Call the OpenAI API with gpt4omini model"""
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try:
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from openai import OpenAI
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client = OpenAI(api_key="YOUR_API_KEY")
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response = client.chat.completions.create(
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model="gpt4omini",
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messages=[
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{"role": "system", "content": "You are a helpful education assistant."},
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{"role": "user", "content": prompt}
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]
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)
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return response.choices[0].message.content
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except Exception as e:
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# Fallback to mock data if API call fails
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print(f"Error calling OpenAI API: {e}")
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# ...
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```
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If the API call fails, the system falls back to mock data to demonstrate functionality.
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## Customization and Extension
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- **Adding New Subjects**: Add new subject options in the `subject_input` options in `app.py`
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- **Adjusting Prompt Templates**: Modify the prompt templates in `prompts.py` to implement specific teaching styles or methods
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- **Enhancing Visualization**: Modify the visualization functions in `visualization.py` to implement richer concept graph representations
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- **Changing LLM Model**: To use a different model, update the `model` parameter in the `call_llm` function in `llm_utils.py`
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## Contributions and Feedback
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Questions, suggestions, or code contributions are welcome to help improve this educational assistant platform!
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## 教育LLM应用
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这是一个基于大语言模型的教育应用,旨在帮助学生分解和理解复杂的学术概念。
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### 功能特点
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- 根据学生的年级和学科自动调整内容难度
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- 将复杂问题分解为相互关联的子概念
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- 生成可视化的知识图谱
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- 为每个概念提供详细解释、示例、学习资源和练习题
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### 如何运行
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#### 使用脚本运行(推荐)
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1. 确保您已安装Python 3.7或更高版本
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2. 在终端中导航到项目目录
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对于Mac/Linux用户:
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```bash
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chmod +x run.sh # 添加执行权限
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./run.sh # 运行脚本
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```
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对于Windows用户:
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```
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run.bat
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```
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#### 手动设置
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1. 创建并激活虚拟环境:
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python -m venv venv
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source venv/bin/activate # Mac/Linux
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venv\Scripts\activate # Windows
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```
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2. 安装依赖:
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```bash
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pip install -r requirements.txt
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```
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3. 启动应用:
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```bash
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python app.py
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```
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### 配置OpenAI API
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应用使用OpenAI API进行概念分解和解释。在`config.py`文件���设置您的API密钥:
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```python
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OPENAI_API_KEY = "您的API密钥" # 替换为您的实际API密钥
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```
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您也可以调整其他配置参数:
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- `OPENAI_MODEL`: 要使用的OpenAI模型名称
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- `OPENAI_TIMEOUT`: API调用超时时间(秒)
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- `OPENAI_MAX_RETRIES`: 请求失败时的最大重试次数
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- `DEBUG_MODE`: 是否启用调试输出
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- `USE_FALLBACK_DATA`: API失败时是否使用备用数据
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- `CACHE_ENABLED`: 是否启用响应缓存
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### 系统架构
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应用由以下主要组件组成:
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1. **app.py** - 主应用文件,包含Gradio界面
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2. **llm_utils.py** - LLM调用和处理函数
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3. **visualization.py** - 知识图谱可视化
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4. **prompts.py** - LLM提示模板
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5. **cache_utils.py** - 响应缓存功能
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6. **config.py** - 应用配置
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7. **concept_handler.py** - 备用模拟数据(API失败时使用)
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### 自定义和扩展
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您可以通过以下方式自定义应用:
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1. **添加新学科**: 扩展prompts.py中的领域特定提示
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2. **调整提示模板**: 修改prompts.py中的系统和用户提示
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3. **增强可视化**: 在visualization.py中调整知识图谱的生成
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4. **更改模型**: 在config.py中指定不同的OpenAI模型
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### 故障排除
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如果遇到连接错误:
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1. 检查您的API密钥是否正确
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2. 确认您的网络连接正常
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3. 检查模型名称是否正确(例如:"gpt-4o-mini")
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4. 查看应用的调试输出(启用DEBUG_MODE)
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### 贡献
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欢迎提交问题报告和拉取请求来改进这个项目。
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title: NexusLearnAI
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emoji: 📊
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colorFrom: gray
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colorTo: gray
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sdk: gradio
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sdk_version: 5.23.1
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app_file: app.py
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pinned: false
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license: apache-2.0
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