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# Use a base image with Conda installed
FROM centos:7
FROM python:3.9.18
FROM continuumio/miniconda3:latest
WORKDIR /app
COPY *requirements.txt /app/
# Clone the RoLASER repository into the container
RUN apt-get update && \
apt-get install -y g++ && \
apt-get install -y unzip && \
apt-get install -y git && \
git clone https://github.com/lydianish/RoLASER.git /app/RoLASER
# Create conda environment with the required Python and GCC versions
WORKDIR /app/RoLASER
COPY environment.yml /app/RoLASER/environment.yml
RUN conda env create -f environment.yml
RUN echo "conda activate rolaser_env" >> ~/.bashrc
ENV PATH /opt/conda/envs/rolaser_env/bin:$PATH
ENV ROLASER /app/RoLASER
# Install PyTorch 1.10.1
RUN pip3 install --no-cache-dir torch==1.10.1 torchvision==0.11.2 torchaudio==0.10.1 -f https://download.pytorch.org/whl/cu102/torch_stable.html
# Install Fairseq and dependencies
RUN git clone https://github.com/lydianish/fairseq.git /app/fairseq
WORKDIR /app/fairseq
RUN git checkout rolaser
RUN pip3 install --no-cache-dir --editable .
RUN python3 setup.py build_ext --inplace
RUN pip3 install --no-cache-dir -r /app/FAIRSEQ_requirements.txt
ENV FAIRSEQ /app/fairseq
# Install LASER and dependencies
RUN git clone https://github.com/lydianish/LASER.git /app/LASER
WORKDIR /app/LASER
RUN git checkout rolaser
ENV LASER /app/LASER
RUN bash ./install_external_tools.sh
RUN pip3 install --no-cache-dir -r /app/LASER_requirements.txt
# Install other RoLASER dependencies
WORKDIR /app/RoLASER
RUN pip3 install --no-cache-dir -r /app/ROLASER_requirements.txt
# Download models
WORKDIR /app/RoLASER/models
RUN wget https://zenodo.org/api/records/10864557/files-archive
RUN unzip files-archive
RUN mkdir $LASER/models \
&& mv laser* $LASER/models \
&& mkdir RoLASER \
&& mv rolaser* RoLASER/ \
&& mkdir c-RoLASER \
&& mv c-rolaser* c-RoLASER/ \
&& rm files-archive
# Set Python system path to find the Fairseq and LASER modules
ENV PYTHONPATH $PYTHONPATH:$FAIRSEQ
ENV PYTHONPATH $PYTHONPATH:$LASER/source
# Set up a new user named "user" with user ID 1000
RUN useradd -m -u 1000 user
# Switch to the "user" user
USER user
# Set home to the user's home directory
ENV HOME /home/user
ENV PATH $HOME/.local/bin:$PATH
WORKDIR $HOME
RUN mkdir app
# Set the working directory to the user's home directory
WORKDIR $HOME/app
# Copy the current directory contents into the container at $HOME/app setting the owner to the user
COPY --chown=user . $HOME/app
EXPOSE 7860
CMD streamlit run app.py \
--server.headless true \
--server.enableCORS false \
--server.enableXsrfProtection false \
--server.fileWatcherType none |