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--- |
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title: FaceForge |
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emoji: 🧑🎨 |
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colorFrom: indigo |
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colorTo: pink |
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sdk: gradio |
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sdk_version: "4.44.1" |
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app_file: main.py |
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pinned: false |
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--- |
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# faceforge |
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Interactive latent space editor for face generation using pretrained GANs and diffusion models. |
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## 🚀 Deploy on Hugging Face Spaces (Recommended) |
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FaceForge is ready to run as a Gradio app on [Hugging Face Spaces](https://huggingface.co/spaces): |
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1. **Push your code to a public GitHub repository.** |
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2. **Create a new Space** at https://huggingface.co/spaces (choose the Gradio SDK or Docker SDK). |
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3. **Add your `requirements.txt` and the provided `Dockerfile` to your repo.** |
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4. **Set the entrypoint to `main.py`** (which handles both the API and UI components). |
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5. **Deploy!** Your app will be live at `https://<your-username>.hf.space`. |
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### Example Dockerfile (already included): |
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```Dockerfile |
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FROM python:3.10-slim |
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RUN apt-get update && apt-get install -y git && rm -rf /var/lib/apt/lists/* |
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WORKDIR /app |
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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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ENV PYTHONPATH="/app" |
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ENV PYTHONUNBUFFERED=1 |
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CMD ["python", "main.py"] |
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``` |
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## Local Development (Optional) |
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You can still run FaceForge locally: |
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```bash |
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pip install -r requirements.txt |
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python main.py |
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``` |
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To run in API-only mode: |
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```bash |
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FACEFORGE_MODE=api python main.py |
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``` |
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## Features |
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- Latent space exploration and manipulation |
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- Attribute direction discovery (PCA/classifier) |
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- Custom attribute-preserving loss |
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- Modular, testable core |
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- Gradio UI for interactive exploration |
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## Controls (Gradio UI) |
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- Enter prompts (comma-separated) |
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- Choose sampling mode (distance/circle) |
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- Adjust player position sliders |
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- Click "Generate" to see results |
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## Testing |
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Run all tests with: |
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```bash |
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pytest tests/ |
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``` |
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## Debugging |
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If you encounter Gradio schema-related errors like: |
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``` |
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TypeError: argument of type 'bool' is not iterable |
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``` |
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The application includes a patch that should fix the issue automatically. This patch addresses a known issue with schema processing in older Gradio versions. |
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Recommended steps to diagnose UI issues: |
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1. Check the logs for detailed error information |
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2. Ensure you're using Gradio version 4.44.1 or newer (`pip install --upgrade gradio==4.44.1`) |
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3. Try running in API-only mode to isolate the issue |
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## Notes |
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- The backend and frontend are fully integrated for Spaces. |
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- For custom model integration, edit the core and backend modules as needed. |
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