| Here is an example of a dockerfile of a fastapi app that uses my self hosted model | |
| # Dockerfile for Sema Translation API on HuggingFace Spaces | |
| # Multi-stage build to handle model downloading with proper permissions | |
| # Stage 1: Download models as root | |
| FROM python:3.10-slim AS model-builder | |
| # Install huggingface_hub for downloading models | |
| RUN pip install huggingface_hub | |
| # Download models from sematech/sema-utils | |
| RUN python -c "\ | |
| from huggingface_hub import hf_hub_download; \ | |
| hf_hub_download('sematech/sema-utils', 'spm.model'); \ | |
| hf_hub_download('sematech/sema-utils', 'lid218e.bin'); \ | |
| hf_hub_download('sematech/sema-utils', 'translation_models/sematrans-3.3B/model.bin'); \ | |
| hf_hub_download('sematech/sema-utils', 'translation_models/sematrans-3.3B/config.json'); \ | |
| hf_hub_download('sematech/sema-utils', 'translation_models/sematrans-3.3B/shared_vocabulary.txt')" | |
| # Stage 2: Build the application | |
| FROM python:3.10-slim | |
| # Set up a new user named "user" with user ID 1000 | |
| RUN useradd -m -u 1000 user | |
| # Switch to the "user" user | |
| USER user | |
| # Set home to the user's home directory | |
| ENV HOME=/home/user \ | |
| PATH=/home/user/.local/bin:$PATH | |
| # Set the working directory to the user's home directory | |
| WORKDIR $HOME/app | |
| # Set environment variables for HuggingFace | |
| ENV HF_HUB_OFFLINE=1 | |
| ENV TRANSFORMERS_NO_ADVISORY_WARNINGS=1 | |
| # Copy the requirements file and install dependencies | |
| COPY --chown=user ./requirements.txt requirements.txt | |
| RUN pip install --no-cache-dir --upgrade pip | |
| RUN pip install --no-cache-dir --user -r requirements.txt | |
| # Copy the downloaded models from the builder stage | |
| COPY --chown=user --from=model-builder /root/.cache/huggingface $HOME/.cache/huggingface | |
| # Copy the application code | |
| COPY --chown=user ./app app | |
| # Expose port 7860 (HuggingFace Spaces standard) | |
| EXPOSE 7860 | |
| # Tell uvicorn to run on port 7860, which is the standard for HF Spaces | |
| # Use 0.0.0.0 to make it accessible from outside the container | |
| CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "7860"] | |