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| title: DataForge | |
| emoji: 💬 | |
| colorFrom: yellow | |
| colorTo: purple | |
| sdk: gradio | |
| sdk_version: 5.0.1 | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| short_description: CodeAct Agent to process large data set | |
| tags: | |
| - agent-demo-track | |
| ## 🎥 Demo Video | |
| **Watch DataForge in Action:** | |
| [](https://www.youtube.com/watch?v=f5jp2i3engM) | |
| 🎬 **[Click here to watch the full demo on YouTube](https://www.youtube.com/watch?v=f5jp2i3engM)** | |
| --- | |
| # 🔍 DataForge - AI Assistant with File Analysis | |
| An intelligent AI assistant that combines conversational chat capabilities with advanced file analysis using CodeAct agents. Built with Gradio, LangChain, and LangGraph. | |
| ## ✨ Features | |
| ### 💬 Chat Assistant | |
| - Interactive AI chatbot powered by OpenAI GPT-4 | |
| - Customizable system messages and parameters | |
| - Real-time streaming responses | |
| - Conversation history support | |
| ### 📁 File Analysis | |
| - **Upload & Analyze**: Support for various file formats (.txt, .log, .csv, .json, .xml, .py, .js, .html, .md) | |
| - **Smart Analysis**: Automatic file type detection and tailored analysis | |
| - **CodeAct Integration**: Uses LangGraph CodeAct agents for deep file analysis | |
| - **Comprehensive Insights**: Provides security analysis, performance insights, error detection, and statistical summaries | |
| ## 🚀 Getting Started | |
| ### Prerequisites | |
| - Python 3.11+ | |
| - OpenAI API Key | |
| ### Installations | |
| 1. Create and activate virtual environment: | |
| ```bash | |
| uv venv --python 3.11 | |
| source .venv/bin/activate # On Windows: .venv\Scripts\activate | |
| ``` | |
| 2. Install dependencies: | |
| ```bash | |
| uv pip install -r requirements.txt | |
| ``` | |
| 3. Set up environment variables: | |
| ```bash | |
| # Create .env file and add your OpenAI API key | |
| OPENAI_API_KEY=your_openai_api_key_here | |
| ``` | |
| ### Running the Application | |
| ```bash | |
| python app.py | |
| ``` | |
| The application will start a Gradio interface accessible at `http://localhost:7860` | |
| ## 📊 File Analysis Capabilities | |
| ### Supported File Types | |
| - **Log files** (.log, .txt): Security analysis, performance bottlenecks, error detection | |
| - **Data files** (.csv, .json): Data quality assessment, statistical analysis | |
| - **Code files** (.py, .js, .html): Structure analysis, best practices review | |
| - **Configuration files** (.xml, .md): Content analysis and recommendations | |
| ### Analysis Features | |
| - **Security Analysis**: Detect threats, suspicious activities, and security patterns | |
| - **Performance Insights**: Identify bottlenecks and performance issues | |
| - **Error Analysis**: Categorize and analyze errors and warnings | |
| - **Statistical Summary**: Basic statistics and data distribution | |
| - **Pattern Recognition**: Identify trends and anomalies | |
| - **Actionable Recommendations**: Suggested actions based on analysis | |
| ## 🧪 Testing | |
| A sample server log file (`sample_server.log`) is included for testing the file analysis functionality. | |
| ## 🛠️ Technical Architecture | |
| - **Frontend**: Gradio for web interface | |
| - **Backend**: LangChain for AI orchestration | |
| - **Analysis Engine**: LangGraph CodeAct agents with PyodideSandbox | |
| - **File Processing**: Custom FileInjectedPyodideSandbox for secure file analysis | |
| - **Model**: OpenAI GPT-4 for both chat and analysis | |
| ## 📄 License | |
| MIT License |