# ───────────────────────────────────────────────────────────── # Stage 1: Build React frontend # ───────────────────────────────────────────────────────────── FROM node:20-slim AS frontend-build WORKDIR /app/frontend COPY frontend/package.json frontend/package-lock.json* ./ RUN npm ci --no-audit --no-fund COPY frontend/ ./ RUN npm run build # ───────────────────────────────────────────────────────────── # Stage 2: Python runtime # ───────────────────────────────────────────────────────────── FROM python:3.11-slim AS runtime ENV DEBIAN_FRONTEND=noninteractive \ PYTHONUNBUFFERED=1 \ PYTHONDONTWRITEBYTECODE=1 \ PIP_NO_CACHE_DIR=1 \ LOG_LEVEL=INFO WORKDIR /app # Install system dependencies RUN apt-get update && apt-get install -y --no-install-recommends \ gcc g++ && \ rm -rf /var/lib/apt/lists/* # Install Python dependencies # Install torch CPU-only and tensorflow-cpu FIRST so requirements.txt # finds them already satisfied (avoids downloading 3+ GB of CUDA deps) COPY requirements.txt . RUN pip install --upgrade pip && \ pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu && \ pip install tensorflow-cpu && \ pip install -r requirements.txt # Ensure writable artifact directories exist RUN mkdir -p artifacts/v1/models/classical artifacts/v1/models/deep \ artifacts/v1/scalers \ artifacts/v2/models/classical artifacts/v2/models/deep \ artifacts/v2/scalers artifacts/v2/results artifacts/v2/reports \ artifacts/logs # Copy project source (artifacts/ is NOT in git — downloaded at runtime) COPY src/ src/ COPY api/ api/ COPY scripts/ scripts/ COPY cleaned_dataset/ cleaned_dataset/ # Copy built frontend COPY --from=frontend-build /app/frontend/dist frontend/dist # Expose port (Hugging Face Spaces expects 7860) EXPOSE 7860 # Health check HEALTHCHECK --interval=30s --timeout=10s --retries=3 \ CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:7860/health')" # Entrypoint: download models from HF Hub if absent, then start the server CMD ["sh", "-c", "python scripts/download_models.py && uvicorn api.main:app --host 0.0.0.0 --port 7860 --workers 1"]