|
|
| # Deployment |
|
|
| This project is containerized and deployed on **Hugging Face Spaces** using a custom `Dockerfile`. This guide explains the structure of the Dockerfile and key considerations for deploying FastAPI apps on Spaces with Docker SDK. |
|
|
| --- |
|
|
| ## π¦ Base Image |
|
|
| ```dockerfile |
| FROM python:3.9 |
| ```` |
|
|
| We use the official Python 3.9 image for compatibility and stability across most Python libraries and tools. |
|
|
| --- |
|
|
| ## π€ Create a Non-Root User |
|
|
| ```dockerfile |
| RUN useradd -m -u 1000 user |
| USER user |
| ENV PATH="/home/user/.local/bin:$PATH" |
| ``` |
|
|
| * Hugging Face Spaces **requires** that containers run as a non-root user with UID `1000`. |
| * We also prepend the user's local binary path to `PATH` for Python package accessibility. |
|
|
| --- |
|
|
| ## ποΈ Set Working Directory |
|
|
| ```dockerfile |
| WORKDIR /app |
| ``` |
|
|
| All application files will reside under `/app` for consistency and clarity. |
|
|
| --- |
|
|
| ## π Install Dependencies |
|
|
| ```dockerfile |
| COPY --chown=user ./requirements.txt requirements.txt |
| RUN pip install --no-cache-dir --upgrade -r requirements.txt |
| ``` |
|
|
| * Copies the dependency list with correct file ownership. |
| * Uses `--no-cache-dir` to reduce image size. |
| * Ensures the latest compatible versions are installed. |
|
|
| --- |
|
|
| ## π‘ Download Language Model (Optional) |
|
|
| ```dockerfile |
| RUN python -m spacy download en_core_web_sm || echo "Failed to download model" |
| ``` |
|
|
| * Downloads the small English NLP model required by SpaCy. |
| * Uses `|| echo ...` to prevent build failure if the download fails (optional safeguard). |
|
|
| --- |
|
|
| ## π Copy Project Files |
|
|
| ```dockerfile |
| COPY --chown=user . /app |
| ``` |
|
|
| Copies the entire project source into the container, setting correct ownership for Hugging Face's user-based execution. |
|
|
| --- |
|
|
| ## π Start the FastAPI Server |
|
|
| ```dockerfile |
| CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"] |
| ``` |
|
|
| * Launches the FastAPI app using `uvicorn`. |
| * **Port 7860 is mandatory** for Docker-based Hugging Face Spaces deployments. |
| * `app:app` refers to the `FastAPI()` instance in `app.py`. |
|
|
| --- |
|
|
| ## β
Deployment Checklist |
|
|
| * [x] Ensure your main file is named `app.py` or adjust `CMD` accordingly. |
| * [x] All dependencies should be listed in `requirements.txt`. |
| * [x] If using models like SpaCy, verify they are downloaded or bundled. |
| * [x] Test your Dockerfile locally with `docker build` before pushing to Hugging Face. |
|
|
| --- |
|
|
| ## π References |
|
|
| * Hugging Face Docs: [Spaces Docker SDK](https://huggingface.co/docs/hub/spaces-sdks-docker) |
| * Uvicorn Docs: [https://www.uvicorn.org/](https://www.uvicorn.org/) |
| * SpaCy Models: [https://spacy.io/models](https://spacy.io/models) |
|
|
| --- |
|
|
| Happy deploying! |
| **P.S.** Try not to break stuff. π
|
|
|
|
|
| [π Back to Main README](../README.md) |
|
|