114 lines
4.7 KiB
Docker
114 lines
4.7 KiB
Docker
# Copyright The PyTorch Lightning team.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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FROM google/cloud-sdk:slim
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# CALL: docker image build -t pytorch-lightning:XLA-extras-py3.6 -f dockers/base-xla/Dockerfile . --build-arg PYTHON_VERSION=3.6
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# This Dockerfile installs pytorch/xla 3.7 wheels. There are also 3.6 wheels available; see below.
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ARG PYTHON_VERSION=3.7
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ARG XLA_VERSION=1.6
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SHELL ["/bin/bash", "-c"]
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# for skipping configurations
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ENV DEBIAN_FRONTEND=noninteractive
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ENV CONDA_ENV=lightning
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# show system inforation
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RUN lsb_release -a && cat /etc/*-release
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RUN apt-get update && \
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apt-get install -y --no-install-recommends \
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build-essential \
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cmake \
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wget \
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curl \
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unzip \
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ca-certificates \
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libomp5 \
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&& \
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# Install conda and python.
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# NOTE new Conda does not forward the exit status... https://github.com/conda/conda/issues/8385
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curl -o ~/miniconda.sh https://repo.anaconda.com/miniconda/Miniconda3-4.7.12-Linux-x86_64.sh && \
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chmod +x ~/miniconda.sh && \
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~/miniconda.sh -b && \
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rm ~/miniconda.sh && \
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# Cleaning
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apt-get autoremove -y && \
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apt-get clean && \
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rm -rf /root/.cache && \
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rm -rf /var/lib/apt/lists/*
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ENV PATH="/root/miniconda3/bin:$PATH"
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ENV LD_LIBRARY_PATH="/root/miniconda3/lib:$LD_LIBRARY_PATH"
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COPY environment.yml environment.yml
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RUN conda create -y --name $CONDA_ENV && \
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conda init bash && \
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# replace channel to nigtly if neede, fix PT version and remove Horovod as it will be installe later
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python -c "import re ; fname = 'environment.yml' ; req = re.sub(r'python>=[\d\.]+', 'python=${PYTHON_VERSION}', open(fname).read()) ; open(fname, 'w').write(req)" && \
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python -c "fname = 'environment.yml' ; req = open(fname).readlines() ; open(fname, 'w').writelines([ln for ln in req if not any(n in ln for n in ['pytorch>', 'horovod'])])" && \
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cat environment.yml && \
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conda env update --file environment.yml && \
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conda clean -ya && \
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rm environment.yml
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ENV PATH /root/miniconda3/envs/${CONDA_ENV}/bin:$PATH
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ENV LD_LIBRARY_PATH="/root/miniconda3/envs/${CONDA_ENV}/lib:$LD_LIBRARY_PATH"
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# if you want this environment to be the default one, uncomment the following line:
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ENV CONDA_DEFAULT_ENV=${CONDA_ENV}
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# Disable cache
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RUN pip --version && \
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pip config set global.cache-dir false && \
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conda remove pytorch torchvision && \
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# Install Pytorch XLA
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py_version=${PYTHON_VERSION/./} && \
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# Python 3.7 wheels are available. Replace cp36-cp36m with cp37-cp37m
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gsutil cp "gs://tpu-pytorch/wheels/torch-${XLA_VERSION}-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
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gsutil cp "gs://tpu-pytorch/wheels/torch_xla-${XLA_VERSION}-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
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gsutil cp "gs://tpu-pytorch/wheels/torchvision-${XLA_VERSION}-cp${py_version}-cp${py_version}m-linux_x86_64.whl" . && \
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pip install *.whl && \
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rm *.whl
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# Get package
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COPY ./ ./pytorch-lightning/
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# Install pytorch-lightning dependencies.
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RUN \
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python --version && \
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# Install PL dependencies
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cd pytorch-lightning && \
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# drop Torch as it was installed with XLA
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python -c "fname = 'requirements/base.txt' ; lines = [line for line in open(fname).readlines() if not line.startswith('torch')] ; open(fname, 'w').writelines(lines)" && \
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# drop Horovod as it is not needed
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python -c "fname = 'requirements/extra.txt' ; lines = [line for line in open(fname).readlines() if not line.startswith('horovod')] ; open(fname, 'w').writelines(lines)" && \
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# drop TorchVision as it was installed with XLA
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python -c "fname = 'requirements/examples.txt' ; lines = [line for line in open(fname).readlines() if not line.startswith('torchvision')] ; open(fname, 'w').writelines(lines)" && \
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pip install --requirement ./requirements/devel.txt --upgrade-strategy only-if-needed && \
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cd .. && \
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rm -rf pytorch-lightning && \
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rm -rf /root/.cache
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RUN \
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# Show what we have
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pip --version && \
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conda info && \
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pip list && \
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python -c "import sys; assert sys.version[:3] == '$PYTHON_VERSION', sys.version" && \
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python -c "import torch; ver = '$XLA_VERSION' ; ver = dict(nightly='1.7').get(ver, ver) ; assert torch.__version__[:3] == ver, torch.__version__"
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