lightning/dockers/tpu-extras/Dockerfile

72 lines
3.0 KiB
Docker

FROM google/cloud-sdk:slim
# This Dockerfile installs pytorch/xla 3.7 wheels. There are also 3.6 wheels available; see below.
ARG PYTHON_VERSION=3.7
SHELL ["/bin/bash", "-c"]
RUN apt-get update && apt-get install -y --no-install-recommends \
python${PYTHON_VERSION} \
python${PYTHON_VERSION}-dev \
$( [ ${PYTHON_VERSION%%.*} -ge 3 ] && echo "python${PYTHON_VERSION%%.*}-distutils" ) \
build-essential \
cmake \
wget \
unzip \
ca-certificates \
libomp5 \
&& \
# Install python dependencies
wget https://bootstrap.pypa.io/get-pip.py --progress=bar:force:noscroll --no-check-certificate && \
python${PYTHON_VERSION} get-pip.py && \
rm get-pip.py && \
# Set the default python and install PIP packages
update-alternatives --install /usr/bin/python${PYTHON_VERSION%%.*} python${PYTHON_VERSION%%.*} /usr/bin/python${PYTHON_VERSION} 1 && \
update-alternatives --install /usr/bin/python python /usr/bin/python${PYTHON_VERSION} 1 && \
# Disable cache
pip config set global.cache-dir false && \
pip install "pip>20.1" -U && \
# Install Pytorch XLA
py_version=${PYTHON_VERSION/./} && \
# Python 3.7 wheels are available. Replace cp36-cp36m with cp37-cp37m
gsutil cp "gs://tpu-pytorch/wheels/torch-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
gsutil cp "gs://tpu-pytorch/wheels/torch_xla-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
gsutil cp "gs://tpu-pytorch/wheels/torchvision-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
pip install "torch-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
pip install "torch_xla-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
pip install "torchvision-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
rm "torch-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
rm "torch_xla-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
rm "torchvision-nightly-cp${py_version}-cp${py_version}m-linux_x86_64.whl" && \
pip install mkl && \
# Cleaning
apt-get autoremove -y && \
apt-get clean && \
rm -rf /root/.cache
# Install pytorch-lightning dependencies.
RUN \
# Get package
wget https://github.com/PyTorchLightning/pytorch-lightning/archive/master.zip --progress=bar:force:noscroll && \
unzip master.zip && \
rm master.zip && \
# Install PL dependencies
cd pytorch-lightning-master && \
pip install --requirement ./requirements/base.txt && \
# Drop Horovod
python -c "fname = 'requirements/extra.txt' ; lines = [line for line in open(fname).readlines() if not line.startswith('horovod')] ; open(fname, 'w').writelines(lines)" && \
pip install --requirement ./requirements/extra.txt && \
cd .. && \
rm -rf pytorch-lightning-master && \
rm -rf /root/.cache
ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/usr/local/lib/"
RUN python -c "import torch; print(torch.__version__)"