いつの間にかにNvidiaからcuda10とcudnn7.3がリリースされていたので早速使ってみることにした。取り敢えずは、pytorchとcaffe2をcuda10+cudnn7.3でビルドしてからベンチマークテストをしてみようと思う。
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dockerfileを作成する¶
mydocker/cu10フォルダに移動する。
cd mydocker/cu10
/home/nobu/mydocker/cu10
dockerfileを作成する。
%%writefile Dockerfile
FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04
ENV NVIDIA_DRIVER_CAPABILITIES all
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential \
apt-utils \
nano \
git \
curl && \
apt-get autoremove && apt-get autoclean && \
rm -rf /var/lib/apt/lists/*
Overwriting Dockerfile
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dockerfileをビルドする¶
!nvidia-docker build . -t cu10
Sending build context to Docker daemon 3.584kB
Step 1/3 : FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04
---> 78eb5b07b059
Step 2/3 : ENV NVIDIA_DRIVER_CAPABILITIES all
---> Using cache
---> d985da822bbe
Step 3/3 : RUN apt-get update && apt-get install -y --no-install-recommends build-essential apt-utils nano git curl && apt-get autoremove && apt-get autoclean && rm -rf /var/lib/apt/lists/*
---> Running in 9e64e78b386c
Get:1 http://security.ubuntu.com/ubuntu bionic-security InRelease [83.2 kB]
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Ign:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease
Ign:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease
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Fetched 26.0 MB in 7s (3562 kB/s)
Reading package lists...
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Building dependency tree...
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build-essential is already the newest version (12.4ubuntu1).
build-essential set to manually installed.
The following additional packages will be installed:
git-man libapt-inst2.0 libcurl3-gnutls libcurl4 liberror-perl libexpat1
libgssapi-krb5-2 libk5crypto3 libkeyutils1 libkrb5-3 libkrb5support0
libnghttp2-14 libpsl5 librtmp1
Suggested packages:
gettext-base git-daemon-run | git-daemon-sysvinit git-doc git-el git-email
git-gui gitk gitweb git-cvs git-mediawiki git-svn krb5-doc krb5-user spell
Recommended packages:
less ssh-client krb5-locales publicsuffix
The following NEW packages will be installed:
apt-utils curl git git-man libapt-inst2.0 libcurl3-gnutls libcurl4
liberror-perl libexpat1 libgssapi-krb5-2 libk5crypto3 libkeyutils1 libkrb5-3
libkrb5support0 libnghttp2-14 libpsl5 librtmp1 nano
0 upgraded, 18 newly installed, 0 to remove and 1 not upgraded.
Need to get 6591 kB of archives.
After this operation, 40.4 MB of additional disk space will be used.
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Get:5 http://archive.ubuntu.com/ubuntu bionic/main amd64 libk5crypto3 amd64 1.16-2build1 [85.6 kB]
Get:6 http://archive.ubuntu.com/ubuntu bionic/main amd64 libkeyutils1 amd64 1.5.9-9.2ubuntu2 [8720 B]
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Get:9 http://archive.ubuntu.com/ubuntu bionic/main amd64 libpsl5 amd64 0.19.1-5build1 [41.8 kB]
Get:10 http://archive.ubuntu.com/ubuntu bionic/main amd64 nano amd64 2.9.3-2 [231 kB]
Get:11 http://archive.ubuntu.com/ubuntu bionic/main amd64 libnghttp2-14 amd64 1.30.0-1ubuntu1 [77.8 kB]
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Get:16 http://archive.ubuntu.com/ubuntu bionic/main amd64 liberror-perl all 0.17025-1 [22.8 kB]
Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 git-man all 1:2.17.1-1ubuntu0.1 [803 kB]
Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 git amd64 1:2.17.1-1ubuntu0.1 [3905 kB]
debconf: delaying package configuration, since apt-utils is not installed
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Setting up nano (2.9.3-2) ...
update-alternatives: using /bin/nano to provide /usr/bin/editor (editor) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/editor.1.gz because associated file /usr/share/man/man1/nano.1.gz (of link group editor) doesn't exist
update-alternatives: using /bin/nano to provide /usr/bin/pico (pico) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/pico.1.gz because associated file /usr/share/man/man1/nano.1.gz (of link group pico) doesn't exist
Processing triggers for libc-bin (2.27-3ubuntu1) ...
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Setting up libkrb5-3:amd64 (1.16-2build1) ...
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Setting up curl (7.58.0-2ubuntu3.3) ...
Processing triggers for libc-bin (2.27-3ubuntu1) ...
Reading package lists...
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0 upgraded, 0 newly installed, 0 to remove and 1 not upgraded.
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Removing intermediate container 9e64e78b386c
---> 8832f1c9dbc8
Successfully built 8832f1c9dbc8
Successfully tagged cu10:latest
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docker imageを確認する¶
dockerビルドが成功したのでイメージを確認する。
!docker images
REPOSITORY TAG IMAGE ID CREATED SIZE cu10 latest 8832f1c9dbc8 2 minutes ago 2.95GB nvidia/cuda 10.0-cudnn7-devel-ubuntu18.04 78eb5b07b059 4 days ago 2.91GB <none> <none> b2f5e4b609f5 4 weeks ago 78.6GB
ちゃんと出来上がったので、このイメージを使ってcuda10を試してみる。
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