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# --------------------------------------------------------- | ||
# Base CUDA image | ||
# --------------------------------------------------------- | ||
FROM nvidia/cuda:12.6.0-base-ubuntu22.04 | ||
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# --------------------------------------------------------- | ||
# 1. System Packages Installation | ||
# --------------------------------------------------------- | ||
RUN apt-get update -q && \ | ||
DEBIAN_FRONTEND=noninteractive apt-get install -y -q --no-install-recommends \ | ||
software-properties-common \ | ||
git \ | ||
wget \ | ||
gcc \ | ||
g++ \ | ||
make \ | ||
zlib1g-dev \ | ||
zstd \ | ||
# 1) System packages | ||
# (Add cmake, ninja, gfortran, dev libs so AlphaFold 3 can build) | ||
# --------------------------------------------------------- | ||
RUN apt update --quiet && \ | ||
DEBIAN_FRONTEND=noninteractive apt install --yes --quiet --no-install-recommends \ | ||
software-properties-common \ | ||
git \ | ||
wget \ | ||
gcc \ | ||
g++ \ | ||
gfortran \ | ||
make \ | ||
zlib1g-dev \ | ||
zstd \ | ||
libblas-dev \ | ||
liblapack-dev \ | ||
cmake \ | ||
ninja-build \ | ||
libeigen3-dev \ | ||
&& rm -rf /var/lib/apt/lists/* | ||
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# --------------------------------------------------------- | ||
# 2. Miniforge Installation | ||
# 2) Install Miniforge (Conda at /opt/conda) | ||
# --------------------------------------------------------- | ||
RUN wget -q -P /tmp https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-Linux-x86_64.sh && \ | ||
bash /tmp/Miniforge3-Linux-x86_64.sh -b -p /opt/conda && \ | ||
rm /tmp/Miniforge3-Linux-x86_64.sh | ||
RUN wget -q -P /tmp \ | ||
https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-Linux-x86_64.sh && \ | ||
bash /tmp/Miniforge3-Linux-x86_64.sh -b -p /opt/conda && \ | ||
rm /tmp/Miniforge3-Linux-x86_64.sh | ||
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ENV PATH="/opt/conda/bin:$PATH" | ||
ENV LD_LIBRARY_PATH="/opt/conda/lib:$LD_LIBRARY_PATH" | ||
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# --------------------------------------------------------- | ||
# 3. Conda + Mamba Environment | ||
# --------------------------------------------------------- | ||
RUN conda install --solver=classic -y \ | ||
conda-forge::conda-libmamba-solver \ | ||
conda-forge::libmamba \ | ||
conda-forge::libmambapy \ | ||
conda-forge::libarchive \ | ||
conda-forge::git && \ | ||
mamba install -y -c conda-forge -c bioconda -c omnia --solver classic \ | ||
openmm==8.0 \ | ||
pdbfixer==1.9 \ | ||
kalign2 \ | ||
modelcif \ | ||
pip \ | ||
hmmer \ | ||
hhsuite \ | ||
python=3.11 && \ | ||
conda clean --all --force-pkgs-dirs --yes | ||
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# 3) Install Mamba in the base environment | ||
# --------------------------------------------------------- | ||
# 4. SSH and GitHub Known Host | ||
RUN conda install -y -c conda-forge mamba | ||
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# --------------------------------------------------------- | ||
RUN mkdir -p /root/.ssh && chmod 700 /root/.ssh | ||
RUN ssh-keyscan github.com >> /root/.ssh/known_hosts | ||
# 4) Create/populate environment "af3" with big compiled libs | ||
# (RDKit, TensorFlow, SciPy, JAX, etc. from Conda channels) | ||
# --------------------------------------------------------- | ||
RUN mamba create -n af3 -y \ | ||
-c conda-forge -c bioconda -c omnia \ | ||
python=3.11 \ | ||
tqdm \ | ||
openmm=8.0 \ | ||
pdbfixer=1.9 \ | ||
kalign2 \ | ||
modelcif \ | ||
hmmer \ | ||
hhsuite \ | ||
rdkit=2024.3.5 \ | ||
tensorflow-cpu=2.13.* \ | ||
scipy=1.10.* \ | ||
jaxlib=0.4.14 \ | ||
numpy=1.26.* \ | ||
&& conda clean --all -f -y | ||
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# --------------------------------------------------------- | ||
# 5. Clone AlphaPulldown & Install | ||
# 5) pip install "pure-Python" packages not easily found in Conda | ||
# --------------------------------------------------------- | ||
RUN --mount=type=ssh git clone --recurse-submodules git@github.com:KosinskiLab/AlphaPulldown.git | ||
WORKDIR /AlphaPulldown | ||
RUN pip3 install . | ||
RUN conda run -n af3 pip install --no-cache-dir \ | ||
dm-haiku==0.0.13 \ | ||
chex==0.1.87 \ | ||
dm-tree==0.1.8 \ | ||
jaxtyping==0.2.34 \ | ||
jmp==0.0.4 \ | ||
ml-dtypes==0.5.0 \ | ||
&& conda run -n af3 pip cache purge | ||
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# --------------------------------------------------------- | ||
# 6. Additional Python Tools | ||
# 6) (Optional) Clone & install AlphaPulldown | ||
# --------------------------------------------------------- | ||
RUN pip3 install --upgrade pip --no-cache-dir && \ | ||
pip3 install --upgrade --no-cache-dir \ | ||
pytest \ | ||
"jax[cuda12]" && \ | ||
chmod u+s /sbin/ldconfig.real | ||
RUN git clone --recurse-submodules https://github.com/KosinskiLab/AlphaPulldown.git | ||
WORKDIR /AlphaPulldown | ||
RUN conda run -n af3 pip install . --no-deps | ||
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# --------------------------------------------------------- | ||
# 7. AlphaFold 3 Source & Dependencies | ||
# 7) Copy & Build AlphaFold 3 Source | ||
# (Now that we have cmake, ninja, dev libs) | ||
# --------------------------------------------------------- | ||
COPY . /app/alphafold | ||
WORKDIR /app/alphafold | ||
RUN pip3 install -r dev-requirements.txt && \ | ||
pip3 install --no-deps . && \ | ||
build_data | ||
COPY alphafold3/ /app/alphafold3 | ||
WORKDIR /app/alphafold3 | ||
RUN conda run -n af3 pip install --upgrade pip && \ | ||
conda run -n af3 pip install --no-deps . && \ | ||
conda run -n af3 build_data | ||
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# --------------------------------------------------------- | ||
# 8. Environment for XLA | ||
# 8) Environment variables for XLA, optional | ||
# --------------------------------------------------------- | ||
# For GPUs < 8.0 compute capability, see note in Dockerfile | ||
ENV XLA_FLAGS="--xla_gpu_enable_triton_gemm=false" | ||
ENV XLA_PYTHON_CLIENT_PREALLOCATE=true | ||
ENV XLA_CLIENT_MEM_FRACTION=0.95 | ||
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ENTRYPOINT ["bash"] | ||
# --------------------------------------------------------- | ||
# 9) Provide default shell inside "af3" | ||
# --------------------------------------------------------- | ||
SHELL ["conda", "run", "-n", "af3", "/bin/bash", "-c"] | ||
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ENTRYPOINT ["/bin/bash"] | ||
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