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# Use an official PyTorch image with CUDA support as the base image | |
FROM pytorch/pytorch:1.12.1-cuda11.3-cudnn8-runtime | |
# Set up a new user named "user" with user ID 1000 | |
RUN useradd -m -u 1000 user | |
# Switch to the "user" user | |
USER user | |
ENV HOME=/home/user \ | |
PATH=/home/user/.local/bin:$PATH | |
# Set the working directory to the user's home directory | |
WORKDIR $HOME/app | |
# Clone your repository or add your code to the container | |
RUN git clone -b dev https://github.com/camenduru/DiffBIR $HOME/app | |
# Install Python dependencies | |
RUN pip3 install -q einops pytorch_lightning gradio omegaconf xformers==0.0.20 transformers lpips opencv-python | |
# Install open_clip from GitHub | |
RUN pip3 install -q git+https://github.com/mlfoundations/open_clip@v2.20.0 | |
# Use sudo to install aria2 with elevated privileges | |
USER root | |
RUN apt-get update && apt-get install -y sudo wget libgl1-mesa-glx && \ | |
wget https://github.com/aria2/aria2/releases/download/release-1.36.0/aria2-1.36.0.tar.gz && \ | |
tar -xzvf aria2-1.36.0.tar.gz && \ | |
cd aria2-1.36.0 && \ | |
./configure && \ | |
make && \ | |
make install && \ | |
cd .. && \ | |
rm -rf aria2-1.36.0 && \ | |
rm aria2-1.36.0.tar.gz | |
# Switch back to the "user" user | |
USER user | |
# Download checkpoint files using aria2 | |
RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/lxq007/DiffBIR/resolve/main/general_full_v1.ckpt -d $HOME/app/models -o general_full_v1.ckpt | |
RUN aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/lxq007/DiffBIR/resolve/main/general_swinir_v1.ckpt -d $HOME/app/models -o general_swinir_v1.ckpt | |
# Expose any necessary ports (if your application requires it) | |
# EXPOSE 80 | |
RUN find $HOME/app | |
# Set the environment variable to specify the GPU device | |
ENV CUDA_DEVICE_ORDER=PCI_BUS_ID | |
ENV CUDA_VISIBLE_DEVICES=0 | |
# Define the command to run your application | |
CMD ["python", "gradio_diffbir.py", "--ckpt", "/home/user/app/models/general_full_v1.ckpt", "--config", "/home/user/app/configs/model/cldm.yaml", "--reload_swinir", "--swinir_ckpt", "/home/user/app/models/general_swinir_v1.ckpt"] |