I have object detection app that uses machine learning approach and it is GPU-based with CUDA. I have .dll files that are necessary to run app. Everything works well on my laptop.
But I need to dockerize the solution. Because of dll files, I have to use windows container. The problem is with GPU and CUDA which is necessary for dlls. I am not able to create docker image in windows that use GPU and CUDA. It seems that it is not problem for Linux. But it is possible for windows?
Here is my current dockerfile:
FROM python:3.8-windowsservercore
WORKDIR /app
COPY requirements.txt .
COPY opencv_core420.dll .
COPY opencv_highgui420.dll .
COPY opencv_imgcodecs420.dll .
COPY opencv_imgproc420.dll .
COPY opencv_videoio420.dll .
COPY pthreadGC2.dll .
COPY pthreadVC2.dll .
COPY darknet.dll .
RUN python -m pip install -r requirements.txt
COPY . .
EXPOSE 5000
CMD ["python", "app.py"]