File size: 1,516 Bytes
4b0b144 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 | FROM nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04
ENV DEBIAN_FRONTEND=noninteractive
ENV PYTHONUNBUFFERED=1
WORKDIR /app
# Install Python 3.10 and system dependencies for OpenCV
RUN apt-get update && apt-get install -y --no-install-recommends \
python3 python3-pip \
libgl1 \
libglib2.0-0 \
libsm6 \
libxext6 \
libxrender-dev \
&& rm -rf /var/lib/apt/lists/*
RUN ln -sf /usr/bin/python3 /usr/bin/python
# Install PyTorch with CUDA 12.1
RUN pip install --no-cache-dir \
torch==2.5.1 torchvision==0.20.1 \
--index-url https://download.pytorch.org/whl/cu121
# Copy requirements and install (facenet-pytorch needs --no-deps due to torch<2.3 pin)
COPY requirements.txt .
RUN pip install --no-cache-dir --no-deps facenet-pytorch && \
pip install --no-cache-dir -r requirements.txt
# Create logs and weights directories
RUN mkdir -p logs weights
# Copy model code (vendored from MINTIME repo)
COPY model_code/ /app/model_code/
# Copy weights
COPY weights/ /app/weights/
# Copy application code
COPY app.py .
# Environment variables
ENV MODEL_PORT=7008
ENV PRELOAD_MODEL=false
ENV MODEL_TIMEOUT=1800
ENV EXTRACTOR_WEIGHTS_PATH=/app/weights/MINTIME/MINTIME_XC_Extractor_checkpoint30
ENV MODEL_WEIGHTS_PATH=/app/weights/MINTIME/MINTIME_XC_Model_checkpoint30
# Expose port
EXPOSE 7008
# Drop root privileges
RUN adduser --disabled-password --gecos '' appuser && \
chown -R appuser:appuser /app/logs /app/weights
USER appuser
# Run the service
CMD ["python", "app.py"]
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