# 🚀 Deployment Instructions for Hugging Face Spaces ## Quick Deployment ### Option 1: Use Simplified Version (Recommended) 1. **Create a new Hugging Face Space**: - Go to https://huggingface.co/new-space - Choose "Gradio" as the SDK - Set the space name: `scientific-idea-verifier` - Make it public or private as desired 2. **Upload the following files**: ``` app.py (rename app_simple.py to app.py) requirements.txt (use requirements_simple.txt) README.md ``` 3. **File Contents**: - **app.py**: Use the content from `app_simple.py` - **requirements.txt**: Use the content from `requirements_simple.txt` - **README.md**: Use the existing README.md 4. **Configure Secrets** (Optional): - In your Space settings, add a secret named `OPENAI_API_KEY` - Set the value to: `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` ### Option 2: Full System Deployment (Advanced) If you want to deploy the complete multi-agent system: 1. **Upload all files** from the project directory 2. **Use the full requirements.txt** 3. **Set app.py** to import from the full system 4. **Configure additional secrets** if needed ## File Structure for Deployment ``` scientific-idea-verifier/ ├── app.py # Main application file ├── requirements.txt # Dependencies ├── README.md # Documentation └── .gitignore # Git ignore file ``` ## Environment Variables / Secrets ### Required Secrets: - `OPENAI_API_KEY`: Your OpenAI API key for LLM functionality ### Optional Secrets: - `HUGGINGFACE_TOKEN`: For enhanced features (already configured) ## Testing the Deployment 1. **Local Testing**: ```bash cd scientific_idea_verifier pip install -r requirements_simple.txt python app_simple.py ``` 2. **Access the interface** at `http://localhost:7860` 3. **Test with sample idea**: - Enter a research idea - Provide your OpenAI API key - Click "Verify Research Idea" ## Features Available in Deployed Version ### ✅ Core Features: - Research idea input and analysis - OpenAlex integration for literature search - Novelty scoring based on similar works - AI-powered detailed analysis and recommendations - Interactive metrics visualization - Multiple OpenAI model support (GPT-3.5, GPT-4o, GPT-4o-mini) ### ✅ User Interface: - Clean, professional Gradio interface - Real-time progress updates - Tabbed results display - Responsive design for mobile and desktop ### ✅ Security: - API key input protection (password field) - No data storage or logging - Client-side processing ## Limitations of Simplified Version - Single-agent analysis (vs. multi-agent in full version) - Simplified novelty detection algorithm - Basic keyword extraction - No advanced caching or rate limiting ## Troubleshooting ### Common Issues: 1. **"Invalid API key" error**: - Ensure your OpenAI API key is correct - Check that you have sufficient credits 2. **"No similar works found"**: - This is normal for very novel ideas - OpenAlex may not have coverage in all fields 3. **Slow response times**: - Depends on OpenAI API response time - GPT-4o may be slower than GPT-3.5-turbo ### Performance Optimization: 1. **Use GPT-3.5-turbo** for faster responses 2. **Keep research ideas concise** (under 500 words) 3. **Avoid special characters** in research ideas ## Support and Updates - **Documentation**: See README.md for detailed usage instructions - **Issues**: Report bugs or feature requests in the Space discussions - **Updates**: The system will be updated periodically with new features ## API Usage Costs The system uses OpenAI's API, which has usage-based pricing: - **GPT-3.5-turbo**: ~$0.002 per verification - **GPT-4o**: ~$0.01-0.03 per verification - **GPT-4o-mini**: ~$0.001 per verification Users provide their own API keys, so costs are borne by the user. --- ## Quick Start Commands ```bash # Clone or download the files # Upload to Hugging Face Spaces # Or run locally: pip install gradio openai requests plotly python app_simple.py ``` 🎉 **Your Scientific Idea Verification System is now ready for deployment!**