YI Zhongyue commited on
Commit Β·
7f72cbd
1
Parent(s): 93360b5
update README.py
Browse files
README.md
CHANGED
|
@@ -12,4 +12,88 @@ hf_oauth: true
|
|
| 12 |
hf_oauth_expiration_minutes: 480
|
| 13 |
---
|
| 14 |
|
| 15 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 12 |
hf_oauth_expiration_minutes: 480
|
| 13 |
---
|
| 14 |
|
| 15 |
+
# π΅π»ββοΈ Agents Course Final Assignment
|
| 16 |
+
|
| 17 |
+
> **β οΈ Important Notice**: After this project is made public, the `OPENAI_API_KEY` in Hugging Face Space settings has been set to an invalid value to protect API key security. To run this project, please use your own OpenAI API key.
|
| 18 |
+
|
| 19 |
+
This is a multi-agent system developed for the [Hugging Face Agents Course](https://huggingface.co/learn/agents-course/en/unit4/introduction) Unit 4 final project. The system is designed to evaluate AI agent performance through the [GAIA benchmark](https://huggingface.co/spaces/gaia-benchmark/leaderboard).
|
| 20 |
+
|
| 21 |
+
## π― Project Goals
|
| 22 |
+
|
| 23 |
+
Create an agent system capable of achieving 30% or higher score on the GAIA benchmark to earn the course completion certificate π
.
|
| 24 |
+
|
| 25 |
+
## ποΈ Architecture Design
|
| 26 |
+
|
| 27 |
+
This project adopts a multi-agent architecture with two specialized sub-agents:
|
| 28 |
+
|
| 29 |
+
### 1. Web Search Agent
|
| 30 |
+
- **Functions**: Web search, webpage access, Wikipedia queries
|
| 31 |
+
- **Tools**:
|
| 32 |
+
- `WebSearchTool()`: Web search
|
| 33 |
+
- `VisitWebpageTool()`: Access specific webpages
|
| 34 |
+
- `WikipediaSearchTool()`: Wikipedia search
|
| 35 |
+
- **Authorized Imports**: `requests`, `beautifulsoup4`
|
| 36 |
+
|
| 37 |
+
### 2. Calculation Agent
|
| 38 |
+
- **Functions**: Mathematical calculations, data analysis, statistical computing
|
| 39 |
+
- **Authorized Imports**: `pandas`, `numpy`, `math`, `statistics`, `scipy`
|
| 40 |
+
- **Features**: Specialized in numerical computation and data processing tasks
|
| 41 |
+
|
| 42 |
+
### 3. Main Agent
|
| 43 |
+
- **Role**: Coordinate and manage sub-agents
|
| 44 |
+
- **Functions**: Task distribution, result integration, decision making
|
| 45 |
+
- **Features**: Uses `managed_agents` mode to uniformly manage sub-agents
|
| 46 |
+
|
| 47 |
+
## π Project Structure
|
| 48 |
+
|
| 49 |
+
```
|
| 50 |
+
βββ agent.py # Main agent definition and configuration
|
| 51 |
+
βββ prompt.py # Agent prompt templates and system instructions
|
| 52 |
+
βββ app.py # Gradio interface and GAIA evaluation logic
|
| 53 |
+
βββ test_agent.py # Agent functionality test scripts
|
| 54 |
+
βββ requirements.txt # Python dependencies
|
| 55 |
+
βββ pyproject.toml # Project configuration file
|
| 56 |
+
βββ README.md # Project documentation
|
| 57 |
+
```
|
| 58 |
+
|
| 59 |
+
## π§ Tech Stack
|
| 60 |
+
|
| 61 |
+
- **AI Framework**: [smolagents](https://github.com/huggingface/smolagents) - Hugging Face's agent framework
|
| 62 |
+
- **LLM**: OpenAI GPT-4.1 (via OpenAI API)
|
| 63 |
+
- **Frontend Interface**: Gradio 5.34.0
|
| 64 |
+
- **Data Processing**: pandas, numpy, scipy
|
| 65 |
+
- **Web Requests**: requests, beautifulsoup4
|
| 66 |
+
- **Environment Management**: python-dotenv
|
| 67 |
+
|
| 68 |
+
## π Quick Start
|
| 69 |
+
|
| 70 |
+
### Environment Setup
|
| 71 |
+
|
| 72 |
+
1. **Clone the project**
|
| 73 |
+
```bash
|
| 74 |
+
git clone <repository-url>
|
| 75 |
+
cd Agents-Course-Final-Assignment
|
| 76 |
+
```
|
| 77 |
+
|
| 78 |
+
2. **Install dependencies**
|
| 79 |
+
```bash
|
| 80 |
+
pip install -r requirements.txt
|
| 81 |
+
```
|
| 82 |
+
|
| 83 |
+
3. **Configure API Key**
|
| 84 |
+
Create a `.env` file and add your OpenAI API key:
|
| 85 |
+
```bash
|
| 86 |
+
OPENAI_API_KEY=your_openai_api_key_here
|
| 87 |
+
```
|
| 88 |
+
|
| 89 |
+
## π Related Links
|
| 90 |
+
|
| 91 |
+
- [Hugging Face Agents Course](https://huggingface.co/learn/agents-course/en/unit4/introduction)
|
| 92 |
+
- [GAIA Benchmark](https://huggingface.co/spaces/gaia-benchmark/leaderboard)
|
| 93 |
+
- [Student Leaderboard](https://huggingface.co/spaces/agents-course/Students_leaderboard)
|
| 94 |
+
- [smolagents Documentation](https://github.com/huggingface/smolagents)
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
---
|
| 98 |
+
|
| 99 |
+
*Created with β€οΈ for the Hugging Face Agents Course Final Assignment*
|