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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 | |
# Install Git and OpenGL libraries, and libglib2.0 | |
RUN apt-get update && apt-get install -y git libgl1-mesa-glx libglib2.0-0 | |
RUN apt-get update && apt-get install -y ninja-build | |
# 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:$PATH \ | |
PYTHONPATH=$HOME/app \ | |
PYTHONUNBUFFERED=1 \ | |
GRADIO_ALLOW_FLAGGING=never \ | |
GRADIO_NUM_PORTS=1 \ | |
GRADIO_SERVER_NAME=0.0.0.0 \ | |
GRADIO_THEME=huggingface \ | |
SYSTEM=spaces | |
# 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 specific versions of PyTorch, TorchText, and PyTorch Lightning | |
RUN pip install torch==1.12.1 torchvision==0.13.1 pytorch-lightning | |
# Install Python dependencies | |
RUN pip install -q xformers==0.0.16 einops open-clip-torch omegaconf torchmetrics==0.6.0 triton opencv-python-headless scipy matplotlib lpips gradio chardet transformers facexlib | |
# Install open_clip from GitHub | |
RUN pip install -q git+https://github.com/mlfoundations/[email protected] | |
USER root | |
# Update package lists and install aria2 without sudo | |
RUN apt-get update && apt-get install -y aria2 | |
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"] |