w1r4 commited on
Commit ·
42e7ec7
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Parent(s): 3d3ee76
initial
Browse files- .gitignore +40 -0
- .huggingface/CODEOWNERS +1 -0
- HUGGINGFACE_DEPLOYMENT.md +89 -0
- README.md +6 -10
- README.space.md +57 -0
- app.py +3 -3
- app_config.yaml +2 -2
- push_to_huggingface.bat +28 -0
- push_to_huggingface.py +112 -0
.gitignore
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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# Virtual Environment
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venv/
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env/
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ENV/
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# IDE
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.idea/
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.vscode/
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*.swp
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*.swo
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# OS
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.DS_Store
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Thumbs.db
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# Logs
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*.log
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logs/
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.huggingface/CODEOWNERS
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* @${OWNER}
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HUGGINGFACE_DEPLOYMENT.md
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# Deploying to Hugging Face Spaces
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This guide will help you deploy your Gemma-2 Multimodal Chat application to Hugging Face Spaces.
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## Prerequisites
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1. A [Hugging Face account](https://huggingface.co/join)
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2. A [Hugging Face API token](https://huggingface.co/settings/tokens) with write access
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3. Git installed on your machine
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## Deployment Options
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You have two options for deploying to Hugging Face Spaces:
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### Option 1: Using the Provided Script (Recommended)
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We've created a helper script that automates the deployment process:
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1. Run the script:
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```bash
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python push_to_huggingface.py
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```
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2. Follow the prompts to enter your:
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- Hugging Face username
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- Space name (or accept the default "gemma-chat")
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- Hugging Face API token
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- Email address (for git configuration)
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- Commit message
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3. The script will:
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- Create a new Space if it doesn't exist
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- Initialize git if needed
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- Configure git credentials
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- Add and commit your files
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- Push to Hugging Face Spaces
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4. Once complete, your application will be available at:
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`https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME`
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### Option 2: Manual Deployment
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If you prefer to deploy manually:
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1. Create a new Space on [Hugging Face Spaces](https://huggingface.co/spaces)
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- Choose "Gradio" as the SDK
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- Set a name for your Space
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2. Initialize git in your project directory (if not already done):
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```bash
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git init
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```
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3. Configure git:
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```bash
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git config --local user.name "YOUR_USERNAME"
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git config --local user.email "YOUR_EMAIL"
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```
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4. Add Hugging Face as a remote:
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```bash
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git remote add space https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
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```
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5. Add, commit, and push your files:
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```bash
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git add .
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git commit -m "Initial commit"
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git push --force space main
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```
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## Configuration Files
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The following files are used for Hugging Face Spaces configuration:
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- `README.space.md`: The README displayed on your Space's page
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- `app_config.yaml`: Configuration for your Space (model, hardware, etc.)
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- `.gitignore`: Prevents unnecessary files from being uploaded
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## Troubleshooting
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- **Authentication Issues**: Make sure your token has write access
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- **Push Errors**: Check if your Space already exists and you have the correct URL
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- **Deployment Failures**: Check the Spaces logs for error messages
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## Resources
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- [Hugging Face Spaces Documentation](https://huggingface.co/docs/hub/spaces)
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- [Gradio Documentation](https://www.gradio.app/docs/)
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README.md
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# 🚀 Gemma-
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A sophisticated Gradio-based chat application featuring multimodal capabilities with Google's Gemma-
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## ✨ Features
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## 🛠️ Technologies Used
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- **Frontend**: Gradio 4.0+
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- **AI Model**: Gemma-
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- **File Processing**: PyPDF2 for PDFs, PIL for images
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- **Backend**: Python with Hugging Face Transformers
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- **Deployment**: Hugging Face Spaces
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## 🔧 Configuration
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### Model Configuration
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The application
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1. Replace the `gemma_3_placeholder_inference` function in `app.py`
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2. Add proper model loading and inference logic
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3. Update dependencies if needed
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### Customization
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- Modify the UI theme in the `gr.Blocks` configuration
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## 🔮 Future Enhancements
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- [ ]
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- [ ] Support for additional file formats (DOCX, XLSX)
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- [ ] Advanced image processing capabilities
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- [ ] User authentication and personalized chat history
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---
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-
**Note**: This application
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# 🚀 Gemma-2 Multimodal Chat Application
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A sophisticated Gradio-based chat application featuring multimodal capabilities with Google's Gemma-2 model.
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## ✨ Features
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## 🛠️ Technologies Used
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- **Frontend**: Gradio 4.0+
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- **AI Model**: Google's Gemma-2-2B-IT
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- **File Processing**: PyPDF2 for PDFs, PIL for images
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- **Backend**: Python with Hugging Face Transformers
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- **Deployment**: Hugging Face Spaces
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## 🔧 Configuration
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### Model Configuration
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The application uses Google's Gemma-2-2B-IT model from Hugging Face. The model is loaded and used for inference in the `gemma_3_inference` function in `app.py`.
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### Customization
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- Modify the UI theme in the `gr.Blocks` configuration
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## 🔮 Future Enhancements
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- [ ] Upgrade to Gemma-3 model when available
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- [ ] Support for additional file formats (DOCX, XLSX)
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- [ ] Advanced image processing capabilities
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- [ ] User authentication and personalized chat history
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---
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**Note**: This application uses Google's Gemma-2-2B-IT model. The model doesn't have native vision capabilities, but the application is designed to handle image uploads with appropriate messaging.
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README.space.md
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---
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title: Gemma-2 Multimodal Chat
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description: A sophisticated Gradio-based chat application featuring multimodal capabilities with Google's Gemma-2 model.
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emoji: 🚀
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colorFrom: blue
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colorTo: purple
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sdk: gradio
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sdk_version: 4.0.0
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python_version: 3.9
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pinned: false
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license: mit
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---
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# 🚀 Gemma-2 Multimodal Chat Application
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| 16 |
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A sophisticated Gradio-based chat application featuring multimodal capabilities with Google's Gemma-2 model.
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| 17 |
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| 18 |
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## ✨ Features
|
| 19 |
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- 💬 **Interactive Chat Interface**: Persistent conversation history with context awareness
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- 🖼️ **Vision Capabilities**: Upload and analyze images (note: Gemma-2 doesn't have native vision capabilities)
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- 📄 **File Processing**: Support for PDF and TXT file uploads with text extraction
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- 🧠 **Contextual Responses**: Maintains conversation context for follow-up questions
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- 🎨 **Modern UI**: Clean, responsive interface built with Gradio
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## 📖 How to Use
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| 27 |
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### Basic Chat
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1. Type your message in the text input box
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2. Click "Submit" or press Enter
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| 31 |
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3. View the AI response in the chat history
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### Image Analysis
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1. Upload an image using the image upload component
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2. Type a question about the image
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| 36 |
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3. Submit to get AI-powered image analysis (note: Gemma-2 doesn't have native vision capabilities)
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### File Processing
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1. Upload a PDF or TXT file using the file upload component
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| 40 |
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2. Ask questions about the file content
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| 41 |
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3. The extracted text will be used as context for responses
|
| 42 |
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|
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### Advanced Features
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- **Persistent Context**: Previous conversations are remembered
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- **File Context**: Uploaded file content persists for follow-up questions
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| 46 |
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- **Clear Chat**: Reset conversation history and uploaded files
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| 47 |
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|
| 48 |
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## 🛠️ Technologies Used
|
| 49 |
+
|
| 50 |
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- **Frontend**: Gradio 4.0+
|
| 51 |
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- **AI Model**: Google's Gemma-2-2B-IT
|
| 52 |
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- **File Processing**: PyPDF2 for PDFs, PIL for images
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| 53 |
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- **Backend**: Python with Hugging Face Transformers
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| 54 |
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## 📄 License
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This project is licensed under the MIT License.
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app.py
CHANGED
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| 41 |
def gemma_3_inference(prompt_text: str, pil_image: Optional[Image.Image] = None, chat_history: Optional[List[Tuple[str, str]]] = None) -> str:
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| 42 |
"""
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| 43 |
-
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| 44 |
"""
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| 45 |
global model, tokenizer
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@@ -205,7 +205,7 @@ def clear_chat(chat_history: List[Tuple[str, str]], file_context: str) -> Tuple[
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return [], "", None, None, ""
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| 207 |
# Create Gradio interface
|
| 208 |
-
with gr.Blocks(title="Gemma-
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gr.Markdown(
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"""
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| 211 |
# 🚀 Gemma-2 Multimodal Chat Application
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@@ -276,7 +276,7 @@ with gr.Blocks(title="Gemma-3 Multimodal Chat", theme=gr.themes.Soft()) as demo:
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| 276 |
- Upload either an image OR a file per message
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| 277 |
- PDF files will have their text extracted
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| 278 |
- File content persists as context for follow-up questions
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-
-
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"""
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)
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def gemma_3_inference(prompt_text: str, pil_image: Optional[Image.Image] = None, chat_history: Optional[List[Tuple[str, str]]] = None) -> str:
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"""
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Gemma-2 model inference function.
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"""
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global model, tokenizer
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return [], "", None, None, ""
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# Create Gradio interface
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with gr.Blocks(title="Gemma-2 Multimodal Chat", theme=gr.themes.Soft()) as demo:
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gr.Markdown(
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"""
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| 211 |
# 🚀 Gemma-2 Multimodal Chat Application
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| 276 |
- Upload either an image OR a file per message
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| 277 |
- PDF files will have their text extracted
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| 278 |
- File content persists as context for follow-up questions
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| 279 |
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- Note: Gemma-2 doesn't have native vision capabilities, but you can still upload images and ask text-based questions about them
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"""
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)
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app_config.yaml
CHANGED
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-
title: Gemma-
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emoji: 🚀
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colorFrom: blue
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colorTo: purple
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@@ -17,6 +17,6 @@ tags:
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- gradio
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python_version: 3.9
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models:
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-
- google/gemma-2b-it
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hardware: cpu-basic
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suggested_storage: small
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title: Gemma-2 Multimodal Chat
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emoji: 🚀
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colorFrom: blue
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colorTo: purple
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- gradio
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| 18 |
python_version: 3.9
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| 19 |
models:
|
| 20 |
+
- google/gemma-2-2b-it
|
| 21 |
hardware: cpu-basic
|
| 22 |
suggested_storage: small
|
push_to_huggingface.bat
ADDED
|
@@ -0,0 +1,28 @@
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|
| 1 |
+
@echo off
|
| 2 |
+
echo.
|
| 3 |
+
echo 🚀 Pushing Gemma-2 Multimodal Chat to Hugging Face Spaces
|
| 4 |
+
echo.
|
| 5 |
+
|
| 6 |
+
REM Check if Python is installed
|
| 7 |
+
python --version >nul 2>&1
|
| 8 |
+
if %ERRORLEVEL% NEQ 0 (
|
| 9 |
+
echo ❌ Python is not installed or not in PATH. Please install Python and try again.
|
| 10 |
+
exit /b 1
|
| 11 |
+
)
|
| 12 |
+
|
| 13 |
+
REM Run the Python script
|
| 14 |
+
python push_to_huggingface.py
|
| 15 |
+
|
| 16 |
+
if %ERRORLEVEL% EQU 0 (
|
| 17 |
+
echo.
|
| 18 |
+
echo ✅ Deployment script completed successfully!
|
| 19 |
+
echo.
|
| 20 |
+
echo Press any key to exit...
|
| 21 |
+
pause >nul
|
| 22 |
+
) else (
|
| 23 |
+
echo.
|
| 24 |
+
echo ❌ Deployment script encountered an error.
|
| 25 |
+
echo.
|
| 26 |
+
echo Press any key to exit...
|
| 27 |
+
pause >nul
|
| 28 |
+
)
|
push_to_huggingface.py
ADDED
|
@@ -0,0 +1,112 @@
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|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import subprocess
|
| 3 |
+
import sys
|
| 4 |
+
|
| 5 |
+
def push_to_huggingface():
|
| 6 |
+
"""
|
| 7 |
+
Script to help push the Gemma-2 Multimodal Chat application to Hugging Face Spaces.
|
| 8 |
+
"""
|
| 9 |
+
print("\n🚀 Pushing Gemma-2 Multimodal Chat to Hugging Face Spaces\n")
|
| 10 |
+
|
| 11 |
+
# Check if git is installed
|
| 12 |
+
try:
|
| 13 |
+
subprocess.run(["git", "--version"], check=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 14 |
+
except (subprocess.SubprocessError, FileNotFoundError):
|
| 15 |
+
print("❌ Git is not installed or not in PATH. Please install Git and try again.")
|
| 16 |
+
return False
|
| 17 |
+
|
| 18 |
+
# Check if huggingface_hub is installed
|
| 19 |
+
try:
|
| 20 |
+
import huggingface_hub
|
| 21 |
+
except ImportError:
|
| 22 |
+
print("📦 Installing huggingface_hub...")
|
| 23 |
+
subprocess.run([sys.executable, "-m", "pip", "install", "huggingface_hub"], check=True)
|
| 24 |
+
import huggingface_hub
|
| 25 |
+
|
| 26 |
+
# Get Hugging Face username and space name
|
| 27 |
+
username = input("Enter your Hugging Face username: ").strip()
|
| 28 |
+
space_name = input("Enter a name for your Hugging Face Space (default: gemma-chat): ").strip() or "gemma-chat"
|
| 29 |
+
|
| 30 |
+
# Full space name
|
| 31 |
+
full_space_name = f"{username}/{space_name}"
|
| 32 |
+
print(f"\n🔍 Space will be created at: https://huggingface.co/spaces/{full_space_name}")
|
| 33 |
+
|
| 34 |
+
# Get Hugging Face token
|
| 35 |
+
token = input("Enter your Hugging Face token (create one at https://huggingface.co/settings/tokens): ").strip()
|
| 36 |
+
if not token:
|
| 37 |
+
print("❌ Token is required to push to Hugging Face Spaces.")
|
| 38 |
+
return False
|
| 39 |
+
|
| 40 |
+
# Create or check if space exists
|
| 41 |
+
try:
|
| 42 |
+
from huggingface_hub import HfApi, create_repo
|
| 43 |
+
|
| 44 |
+
api = HfApi(token=token)
|
| 45 |
+
|
| 46 |
+
# Check if space already exists
|
| 47 |
+
try:
|
| 48 |
+
api.repo_info(repo_id=full_space_name, repo_type="space")
|
| 49 |
+
print(f"ℹ️ Space {full_space_name} already exists. Will push to existing space.")
|
| 50 |
+
except Exception:
|
| 51 |
+
# Create new space
|
| 52 |
+
print(f"🆕 Creating new Hugging Face Space: {full_space_name}")
|
| 53 |
+
create_repo(
|
| 54 |
+
repo_id=space_name,
|
| 55 |
+
token=token,
|
| 56 |
+
repo_type="space",
|
| 57 |
+
space_sdk="gradio",
|
| 58 |
+
private=False
|
| 59 |
+
)
|
| 60 |
+
except Exception as e:
|
| 61 |
+
print(f"❌ Error creating/checking space: {str(e)}")
|
| 62 |
+
return False
|
| 63 |
+
|
| 64 |
+
# Initialize git if not already initialized
|
| 65 |
+
if not os.path.exists(".git"):
|
| 66 |
+
print("🔄 Initializing git repository...")
|
| 67 |
+
subprocess.run(["git", "init"], check=True)
|
| 68 |
+
|
| 69 |
+
# Configure git
|
| 70 |
+
print("🔄 Configuring git...")
|
| 71 |
+
subprocess.run(["git", "config", "--local", "user.name", username], check=True)
|
| 72 |
+
email = input("Enter your email for git configuration: ").strip()
|
| 73 |
+
if email:
|
| 74 |
+
subprocess.run(["git", "config", "--local", "user.email", email], check=True)
|
| 75 |
+
|
| 76 |
+
# Add Hugging Face as remote
|
| 77 |
+
print("🔄 Adding Hugging Face as remote...")
|
| 78 |
+
try:
|
| 79 |
+
subprocess.run(["git", "remote", "remove", "space"], check=False, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 80 |
+
except subprocess.SubprocessError:
|
| 81 |
+
pass # Ignore if remote doesn't exist
|
| 82 |
+
|
| 83 |
+
subprocess.run(["git", "remote", "add", "space", f"https://huggingface.co/spaces/{full_space_name}"], check=True)
|
| 84 |
+
|
| 85 |
+
# Add files to git
|
| 86 |
+
print("🔄 Adding files to git...")
|
| 87 |
+
subprocess.run(["git", "add", "."], check=True)
|
| 88 |
+
|
| 89 |
+
# Commit changes
|
| 90 |
+
print("🔄 Committing changes...")
|
| 91 |
+
commit_message = input("Enter a commit message (default: Initial commit): ").strip() or "Initial commit"
|
| 92 |
+
subprocess.run(["git", "commit", "-m", commit_message], check=True)
|
| 93 |
+
|
| 94 |
+
# Configure git credentials
|
| 95 |
+
print("🔄 Configuring git credentials...")
|
| 96 |
+
credential_helper = f"!f() {{ echo username={username}; echo password={token}; }}; f"
|
| 97 |
+
subprocess.run(["git", "config", "--local", "credential.helper", credential_helper], check=True)
|
| 98 |
+
|
| 99 |
+
# Push to Hugging Face
|
| 100 |
+
print("\n🚀 Pushing to Hugging Face Spaces...")
|
| 101 |
+
try:
|
| 102 |
+
subprocess.run(["git", "push", "--force", "space", "main"], check=True)
|
| 103 |
+
print("\n✅ Successfully pushed to Hugging Face Spaces!")
|
| 104 |
+
print(f"🌐 Your application is now available at: https://huggingface.co/spaces/{full_space_name}")
|
| 105 |
+
return True
|
| 106 |
+
except subprocess.SubprocessError as e:
|
| 107 |
+
print(f"\n❌ Error pushing to Hugging Face Spaces: {str(e)}")
|
| 108 |
+
print("Please check your token and try again.")
|
| 109 |
+
return False
|
| 110 |
+
|
| 111 |
+
if __name__ == "__main__":
|
| 112 |
+
push_to_huggingface()
|