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README.md
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| 1 |
---
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license: apache-2.0
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title: Long Context Caching Gemini PDF QA
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sdk: docker
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emoji: ๐
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colorFrom: yellow
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---
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# ๐ Smart Document Analysis Platform
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A modern web application that leverages Google Gemini API's caching capabilities to provide efficient document analysis. Upload documents once, ask questions forever!
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## ๐ Features
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- **Document Upload**: Upload PDF files via drag-and-drop or URL
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- **Gemini API Caching**: Documents are cached using Gemini's explicit caching feature
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- **Cost-Effective**: Save on API costs by reusing cached document tokens
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- **Real-time Chat**: Ask multiple questions about your documents
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- **Beautiful UI**: Modern, responsive design with smooth animations
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- **Token Tracking**: See how many tokens are cached for cost transparency
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- **Smart Error Handling**: Graceful handling of small documents that don't meet caching requirements
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## ๐ฏ Use Cases
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This platform is perfect for:
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- **Research Analysis**: Upload research papers and ask detailed questions
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- **Legal Document Review**: Analyze contracts, legal documents, and policies
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- **Academic Studies**: Study course materials and textbooks
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- **Business Reports**: Analyze quarterly reports, whitepapers, and presentations
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- **Technical Documentation**: Review manuals, specifications, and guides
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## โก๏ธ Deploy on Hugging Face Spaces
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You can deploy this app on [Hugging Face Spaces](https://huggingface.co/spaces) using the **Docker** SDK.
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### 1. **Select Docker SDK**
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- When creating your Space, choose **Docker** (not Gradio, not Static).
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### 2. **Project Structure**
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Make sure your repo includes:
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- `app.py` (Flask app)
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- `requirements.txt`
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- `Dockerfile`
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- `.env.example` (for reference, do not include secrets)
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### 3. **Dockerfile**
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A sample Dockerfile is provided:
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```dockerfile
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FROM python:3.10-slim
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WORKDIR /app
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RUN apt-get update && apt-get install -y build-essential && rm -rf /var/lib/apt/lists/*
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY . .
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EXPOSE 7860
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CMD ["python", "app.py"]
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```
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### 4. **Port Configuration**
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The app will run on the port provided by the `PORT` environment variable (default 7860), as required by Hugging Face Spaces.
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### 5. **Set Environment Variables**
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- In your Space settings, add your `GOOGLE_API_KEY` as a secret environment variable.
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### 6. **Push to Hugging Face**
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- Push your code to the Space's Git repository.
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- The build and deployment will happen automatically.
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---
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## ๐ Prerequisites
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- Python 3.8 or higher
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- Google Gemini API key
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- Internet connection for API calls
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## ๐ง Local Installation
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1. **Clone the repository**
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```bash
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git clone <repository-url>
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cd smart-document-analysis
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```
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2. **Install dependencies**
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```bash
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pip install -r requirements.txt
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```
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3. **Set up environment variables**
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```bash
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cp .env.example .env
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```
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Edit `.env` and add your Google Gemini API key:
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```
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GOOGLE_API_KEY=your_actual_api_key_here
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```
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4. **Get your API key**
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- Visit [Google AI Studio](https://makersuite.google.com/app/apikey)
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- Create a new API key
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- Copy it to your `.env` file
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## ๐ Running the Application Locally
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1. **Start the server**
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```bash
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python app.py
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```
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2. **Open your browser**
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Navigate to `http://localhost:7860`
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3. **Upload a document**
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- Drag and drop a PDF file, or
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- Click to select a file, or
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- Provide a URL to a PDF
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4. **Start asking questions**
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Once your document is cached, you can ask unlimited questions!
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## ๐ก How It Works
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### 1. Document Upload
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When you upload a PDF, the application:
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- Uploads the file to Gemini's File API
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- Checks if the document meets minimum token requirements (4,096 tokens)
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- If eligible, creates a cache with the document content
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- If too small, provides helpful error message and suggestions
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- Stores cache metadata locally
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- Returns a cache ID for future reference
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### 2. Question Processing
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When you ask a question:
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- The question is sent to Gemini API
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- The cached document content is automatically included
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- You only pay for the question tokens, not the document tokens
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- Responses are generated based on the cached content
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### 3. Cost Savings
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- **Without caching**: You pay for document tokens + question tokens every time
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- **With caching**: You pay for document tokens once + question tokens for each question
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## ๐ API Endpoints
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- `GET /` - Main application interface
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- `POST /upload` - Upload PDF file
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- `POST /upload-url` - Upload PDF from URL
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- `POST /ask` - Ask question about cached document
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- `GET /caches` - List all cached documents
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- `DELETE /cache/<cache_id>` - Delete specific cache
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## ๐ Cost Analysis
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### Example Scenario
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- Document: 10,000 tokens
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- Question: 50 tokens
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- 10 questions asked
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**Without Caching:**
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- Cost = (10,000 + 50) ร 10 = 100,500 tokens
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**With Caching:**
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- Cost = 10,000 + (50 ร 10) = 10,500 tokens
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- **Savings: 90% cost reduction!**
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### Token Requirements
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- **Minimum for caching**: 4,096 tokens
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- **Recommended minimum**: 5,000 tokens for cost-effectiveness
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- **Optimal range**: 10,000 - 100,000 tokens
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- **Maximum**: Model-specific limits (check Gemini API docs)
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## ๐จ Customization
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### Changing the Model
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Edit `app.py` and change the model name:
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```python
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model="models/gemini-2.0-flash-001" # Current
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model="models/gemini-2.0-pro-001" # Alternative
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```
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### Custom System Instructions
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Modify the system instruction in the cache creation:
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```python
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system_instruction="Your custom instruction here"
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```
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### Cache TTL
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Add TTL configuration to cache creation:
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```python
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config=types.CreateCachedContentConfig(
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system_instruction=system_instruction,
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contents=[document],
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ttl='24h' # Cache for 24 hours
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)
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```
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## ๐ Security Considerations
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- API keys are stored in environment variables
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- File uploads are validated for PDF format
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- Cached content is managed securely through Gemini API
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- No sensitive data is stored locally
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## ๐ง Production Deployment
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For production deployment:
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1. **Use a production WSGI server**
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```bash
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pip install gunicorn
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gunicorn -w 4 -b 0.0.0.0:7860 app:app
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```
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2. **Add database storage**
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- Replace in-memory storage with PostgreSQL/MySQL
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- Add user authentication
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- Implement session management
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3. **Add monitoring**
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- Log API usage and costs
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- Monitor cache hit rates
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- Track user interactions
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4. **Security enhancements**
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- Add rate limiting
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- Implement file size limits
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- Add input validation
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## ๐ค Contributing
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1. Fork the repository
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2. Create a feature branch
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3. Make your changes
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4. Add tests if applicable
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5. Submit a pull request
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## ๐ License
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This project is licensed under the MIT License - see the LICENSE file for details.
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## ๐ Acknowledgments
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- Google Gemini API for providing the caching functionality
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- Flask community for the excellent web framework
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- The open-source community for inspiration and tools
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## ๐ Support
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If you encounter any issues:
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1. Check the [Gemini API documentation](https://ai.google.dev/docs)
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2. Verify your API key is correct
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3. Ensure your PDF files are valid
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4. Check the browser console for JavaScript errors
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5. **For small document errors**: Upload a larger document or combine multiple documents
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## ๐ฎ Future Enhancements
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- [ ] Support for multiple file formats (Word, PowerPoint, etc.)
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- [ ] User authentication and document sharing
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- [ ] Advanced analytics and usage tracking
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- [ ] Integration with cloud storage (Google Drive, Dropbox)
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- [ ] Mobile app version
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- [ ] Multi-language support
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- [ ] Advanced caching strategies
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- [ ] Real-time collaboration features
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- [ ] Document preprocessing to meet token requirements
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- [ ] Batch document processing
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