FROM nvidia/cuda:12.2.2-cudnn8-runtime-ubuntu22.04 USER root SHELL ["/bin/bash", "-c"] WORKDIR /home RUN mkdir -p /home/omic WORKDIR /home/omic ARG DEBIAN_FRONTEND=noninteractive RUN apt-get update -y && apt-get install -y --no-install-recommends \ build-essential \ cmake \ curl \ git \ wget \ cuda-toolkit-12-2 \ ca-certificates \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* RUN wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh \ && bash miniconda.sh -b -p /opt/conda \ && rm miniconda.sh \ && 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 \ && find /opt/conda/ -follow -type f -name '*.a' -delete \ && find /opt/conda/ -follow -type f -name '*.js.map' -delete \ && /opt/conda/bin/conda clean -afy ENV PATH /opt/conda/bin:$PATH # main conda env (borzoi) RUN conda create -n borzoi python=3.9 ENV PATH "$PATH:/opt/conda/envs/borzoi/bin" RUN echo "source activate borzoi" >> ~/.bashrc RUN conda clean --all -f -y # Install borzoi RUN git clone https://github.com/calico/baskerville.git WORKDIR /home/omic/baskerville RUN /opt/conda/envs/borzoi/bin/python3 -m pip install -e . WORKDIR /home/omic RUN git clone https://github.com/calico/borzoi.git WORKDIR /home/omic/borzoi RUN /opt/conda/envs/borzoi/bin/python3 -m pip install -e . # Install pretrained models RUN mkdir -p /home/omic/borzoi/saved_models WORKDIR /home/omic/borzoi/saved_models RUN mkdir -p f0 && mkdir -p f1 && mkdir -p f2 && mkdir -p f3 RUN wget --no-check-certificate -O /home/omic/borzoi/saved_models/f0/model0_best.h5 https://storage.googleapis.com/seqnn-share/borzoi/f0/model0_best.h5 RUN wget --no-check-certificate -O /home/omic/borzoi/saved_models/f1/model0_best.h5 https://storage.googleapis.com/seqnn-share/borzoi/f1/model0_best.h5 RUN wget --no-check-certificate -O /home/omic/borzoi/saved_models/f2/model0_best.h5 https://storage.googleapis.com/seqnn-share/borzoi/f2/model0_best.h5 RUN wget --no-check-certificate -O /home/omic/borzoi/saved_models/f3/model0_best.h5 https://storage.googleapis.com/seqnn-share/borzoi/f3/model0_best.h5 WORKDIR /home/omic/borzoi # Get hg38 RUN wget -O - https://hgdownload2.soe.ucsc.edu/goldenPath/hg38/bigZips/hg38.fa.gz | gunzip -c > hg38.fa # Get other supporting data RUN wget -O - https://storage.googleapis.com/seqnn-share/helper/gencode41_basic_nort.gtf.gz | gunzip -c > gencode41_basic_nort.gtf RUN wget https://storage.googleapis.com/seqnn-share/helper/gencode41_basic_protein_splice.csv.gz RUN wget https://storage.googleapis.com/seqnn-share/helper/polyadb_human_v3.csv.gz # Index the reference RUN /opt/conda/envs/borzoi/bin/python3 -m pip install pyfaidx RUN /opt/conda/envs/borzoi/bin/python3 -c "import pyfaidx; pyfaidx.Faidx('hg38.fa')" #Install samtools RUN apt-get update -y && apt-get install -y libz-dev liblzma-dev libbz2-dev libcurl4-gnutls-dev WORKDIR /home/omic RUN git clone --recurse-submodules https://github.com/samtools/htslib.git RUN git clone https://github.com/samtools/bcftools.git WORKDIR /home/omic/bcftools # The following is optional: #RUN autoheader && autoconf && ./configure --enable-libgsl --enable-perl-filters RUN make RUN export BCFTOOLS_PLUGINS=/home/omic/bcftools WORKDIR /home/omic/borzoi COPY ncbiRefSeq_bigger.csv . COPY ncbiRefSeq_subset.pickle . #copy MANE data COPY prot_bigger.csv . COPY prot_subset.pickle . COPY TPM_NO_MUTATIONS.csv . # test