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Add updated Dockerfile and CI build (#4543)

* Updates the ML-Agents Docker image based on things
  we have learned from training in the cloud.
* Automatically pushes the image to our own GCP projects
  on each release.
/MLA-1734-demo-provider
GitHub 4 年前
当前提交
12bd0063
共有 2 个文件被更改,包括 70 次插入135 次删除
  1. 159
      Dockerfile
  2. 46
      .github/workflows/build-docker.yaml

159
Dockerfile


# Based off of python:3.6-slim, except that we are using ubuntu instead of debian.
FROM ubuntu:16.04
# ensure local python is preferred over distribution python
ENV PATH /usr/local/bin:$PATH
FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04
# http://bugs.python.org/issue19846
# > At the moment, setting "LANG=C" on a Linux system *fundamentally breaks Python 3*, and that's not OK.
ENV LANG C.UTF-8
RUN yes | unminimize
# runtime dependencies
RUN apt-get update && apt-get install -y --no-install-recommends \
ca-certificates \
libexpat1 \
libffi6 \
libgdbm3 \
libreadline6 \
libsqlite3-0 \
libssl1.0.0 \
&& rm -rf /var/lib/apt/lists/*
RUN echo "deb http://packages.cloud.google.com/apt cloud-sdk-xenial main" | tee -a /etc/apt/sources.list.d/google-cloud-sdk.list
RUN wget https://packages.cloud.google.com/apt/doc/apt-key.gpg && apt-key add apt-key.gpg
RUN apt-get update && \
apt-get install -y --no-install-recommends wget curl tmux vim git gdebi-core \
build-essential python3-pip unzip google-cloud-sdk htop mesa-utils xorg-dev xorg \
libglvnd-dev libgl1-mesa-dev libegl1-mesa-dev libgles2-mesa-dev && \
wget http://security.ubuntu.com/ubuntu/pool/main/libx/libxfont/libxfont1_1.5.1-1ubuntu0.16.04.4_amd64.deb && \
wget http://security.ubuntu.com/ubuntu/pool/universe/x/xorg-server/xvfb_1.18.4-0ubuntu0.10_amd64.deb && \
yes | gdebi libxfont1_1.5.1-1ubuntu0.16.04.4_amd64.deb && \
yes | gdebi xvfb_1.18.4-0ubuntu0.10_amd64.deb
RUN python3 -m pip install --upgrade pip
RUN pip install setuptools==41.0.0
ENV GPG_KEY 0D96DF4D4110E5C43FBFB17F2D347EA6AA65421D
ENV PYTHON_VERSION 3.6.4
ENV LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH
RUN set -ex \
&& buildDeps=" \
dpkg-dev \
gcc \
libbz2-dev \
libc6-dev \
libexpat1-dev \
libffi-dev \
libgdbm-dev \
liblzma-dev \
libncursesw5-dev \
libreadline-dev \
libsqlite3-dev \
libssl-dev \
make \
tcl-dev \
tk-dev \
wget \
xz-utils \
zlib1g-dev \
# as of Stretch, "gpg" is no longer included by default
$(command -v gpg > /dev/null || echo 'gnupg dirmngr') \
" \
&& apt-get update && apt-get install -y $buildDeps --no-install-recommends && rm -rf /var/lib/apt/lists/* \
\
&& wget -O python.tar.xz "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz" \
&& wget -O python.tar.xz.asc "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz.asc" \
&& export GNUPGHOME="$(mktemp -d)" \
&& gpg --keyserver ha.pool.sks-keyservers.net --recv-keys "$GPG_KEY" \
&& gpg --batch --verify python.tar.xz.asc python.tar.xz \
&& rm -rf "$GNUPGHOME" python.tar.xz.asc \
&& mkdir -p /usr/src/python \
&& tar -xJC /usr/src/python --strip-components=1 -f python.tar.xz \
&& rm python.tar.xz \
\
&& cd /usr/src/python \
&& gnuArch="$(dpkg-architecture --query DEB_BUILD_GNU_TYPE)" \
&& ./configure \
--build="$gnuArch" \
--enable-loadable-sqlite-extensions \
--enable-shared \
--with-system-expat \
--with-system-ffi \
--without-ensurepip \
&& make -j "$(nproc)" \
&& make install \
&& ldconfig \
\
&& apt-get purge -y --auto-remove $buildDeps \
\
&& find /usr/local -depth \
\( \
\( -type d -a \( -name test -o -name tests \) \) \
-o \
\( -type f -a \( -name '*.pyc' -o -name '*.pyo' \) \) \
\) -exec rm -rf '{}' + \
&& rm -rf /usr/src/python
# make some useful symlinks that are expected to exist
RUN cd /usr/local/bin \
&& ln -s idle3 idle \
&& ln -s pydoc3 pydoc \
&& ln -s python3 python \
&& ln -s python3-config python-config
# if this is called "PIP_VERSION", pip explodes with "ValueError: invalid truth value '<VERSION>'"
ENV PYTHON_PIP_VERSION 9.0.3
RUN set -ex; \
\
apt-get update; \
apt-get install -y --no-install-recommends wget; \
rm -rf /var/lib/apt/lists/*; \
\
wget -O get-pip.py 'https://bootstrap.pypa.io/get-pip.py'; \
\
apt-get purge -y --auto-remove wget; \
\
python get-pip.py \
--disable-pip-version-check \
--no-cache-dir \
"pip==$PYTHON_PIP_VERSION" \
; \
pip --version; \
\
find /usr/local -depth \
\( \
\( -type d -a \( -name test -o -name tests \) \) \
-o \
\( -type f -a \( -name '*.pyc' -o -name '*.pyo' \) \) \
\) -exec rm -rf '{}' +; \
rm -f get-pip.py
RUN apt-get update && apt-get -y upgrade
# xvfb is used to do CPU based rendering of Unity
RUN apt-get install -y xvfb
# Install ml-agents-envs package locally
COPY ml-agents-envs /ml-agents-envs
WORKDIR /ml-agents-envs
RUN pip install -e .
# Install ml-agents package next
COPY ml-agents /ml-agents
#checkout ml-agents for SHA
RUN mkdir /ml-agents
RUN pip install -e .
# Port 5004 is the port used in Editor training.
# Environments will start from port 5005,
# so allow enough ports for several environments.
EXPOSE 5004-5050
ENTRYPOINT ["xvfb-run", "--auto-servernum", "--server-args='-screen 0 640x480x24'", "mlagents-learn"]
ARG SHA
RUN git init
RUN git remote add origin https://github.com/Unity-Technologies/ml-agents.git
RUN git fetch --depth 1 origin $SHA
RUN git checkout FETCH_HEAD
RUN pip install -e /ml-agents/ml-agents-envs
RUN pip install -e /ml-agents/ml-agents

46
.github/workflows/build-docker.yaml


name: build and push Docker image
on:
push:
tags:
- "release_[0-9]+"
jobs:
build:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- uses: GoogleCloudPlatform/github-actions/setup-gcloud@master
with:
version: '270.0.0'
service_account_email: ${{ secrets.GCP_STG_EMAIL }}
service_account_key: ${{ secrets.GCP_STG_PRIVATE_KEY }}
export_default_credentials: true
- name: Configure GCR Docker auth (stg)
run: gcloud auth configure-docker
- name: Build docker image
run: docker build --tag ml-agents:${GITHUB_SHA} --build-arg SHA=${GITHUB_SHA} .
- name: Tag docker image (stg)
run: |
docker tag ml-agents:${GITHUB_SHA} gcr.io/unity-ai-ml-agents-stg/ml-agents:${GITHUB_SHA}
docker tag ml-agents:${GITHUB_SHA} gcr.io/unity-ai-ml-agents-stg/ml-agents:latest
- name: Push docker image (stg)
run: |
docker push gcr.io/unity-ai-ml-agents-stg/ml-agents:${GITHUB_SHA}
docker push gcr.io/unity-ai-ml-agents-stg/ml-agents:latest
- uses: GoogleCloudPlatform/github-actions/setup-gcloud@master
with:
version: '270.0.0'
service_account_email: ${{ secrets.GCP_PRD_EMAIL }}
service_account_key: ${{ secrets.GCP_PRD_PRIVATE_KEY }}
export_default_credentials: true
- name: Configure GCR Docker auth (prd)
run: gcloud auth configure-docker
- name: Tag docker image (prd)
run: |
docker tag ml-agents:${GITHUB_SHA} gcr.io/unity-ai-ml-agents-prd/ml-agents:${GITHUB_SHA}
docker tag ml-agents:${GITHUB_SHA} gcr.io/unity-ai-ml-agents-prd/ml-agents:latest
- name: Push docker image (prd)
run: |
docker push gcr.io/unity-ai-ml-agents-prd/ml-agents:${GITHUB_SHA}
docker push gcr.io/unity-ai-ml-agents-prd/ml-agents:latest
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