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# Use the official TensorFlow image as parent
FROM tensorflow/tensorflow:2.8.2-gpu
#key signing issue with cuda repo can be fixed by removing from apt sources and re-adding in apt-get update
RUN rm /etc/apt/sources.list.d/cuda.list
# Set the working directory
WORKDIR /scratch
# Install some basic utilities
RUN apt-get update --fix-missing && \
apt-get install -y --allow-unauthenticated wget bzip2 ca-certificates curl git jq libcairo2 libpango-1.0-0 libpangocairo-1.0-0 libgdk-pixbuf2.0-0 libffi-dev && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
# Install Google Cloud SDK
RUN cd /opt/ && \
wget https://dl.google.com/dl/cloudsdk/channels/rapid/downloads/google-cloud-sdk-307.0.0-linux-x86_64.tar.gz && \
tar xvfz google-cloud-sdk-307.0.0-linux-x86_64.tar.gz && \
./google-cloud-sdk/install.sh
ENV PATH "$PATH:/opt/google-cloud-sdk/bin/"
# Install Miniconda with Python 3.9 into /opt
RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-py39_4.12.0-Linux-x86_64.sh -O ~/miniconda.sh && \
/bin/bash ~/miniconda.sh -b -p /opt/conda && \
rm ~/miniconda.sh
# Enable Conda and alter bashrc so the Conda default environment is always activated
RUN ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh && \
echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc && \
echo "conda activate base" >> ~/.bashrc
# Attach Conda to PATH
ENV PATH /opt/conda/bin:$PATH
# Install SAMtools, BEDtools, and UCSC BedGraphToBigWig
RUN conda install -y -c conda-forge -c bioconda samtools bedtools ucsc-bedgraphtobigwig pybigwig meme
RUN conda clean -tipy
# Set environment variables for Python
ENV LC_ALL=C.UTF-8
ENV LANG=C.UTF-8
# Copy the entire repo
RUN mkdir /scratch/chrombpnet
COPY . /scratch/chrombpnet
# need to upgrade pip for faster dependency resolution
RUN pip install --upgrade pip && \
pip install -r /scratch/chrombpnet/requirements.txt
#Install chrombpnet itself
WORKDIR /scratch
RUN pip install -e chrombpnet