This recipe describes how to build an Ubuntu image using Singularity on a RHEL compatible host.
NOTE: this tutorial is intended for Singularity release 2.1.2, and reflects standards for that version.
In order to do this, you will need to first install the ‘debootstrap’ package onto your host. Then, you will create a definition file that will describe how to build your Ubuntu image. Finally, you will build the image using the Singularity commands ‘create’ and
This recipe assumes that you have already installed Singularity on your computer. If you have not, follow the instructions here to install. After Singularity is installed on your computer, you will need to install the ‘debootstrap’ package. The ‘debootstrap’ package is a tool that will allow you to create Debian-based distributions such as Ubuntu. In order to install ‘debootstrap’, you will also need to install ‘epel-release’. You will need to download the appropriate RPM from the EPEL website. Make sure you download the correct version of the RPM for your release.
# First, wget the appropriate RPM from the EPEL website (https://dl.fedoraproject.org/pub/epel/) # In this example we used RHEL 7, so we downloaded epel-release-latest-7.noarch.rpm $ wget https://dl.fedoraproject.org/pub/epel/epel-release-latest-7.noarch.rpm # Then, install your epel-release RPM $ sudo yum install epel-release-latest-7.noarch.rpm # Finally, install debootstrap $ sudo yum install debootstrap
Creating the Definition File
You will need to create a definition file to describe how to build your Ubuntu image. Definition files are plain text files that contain Singularity keywords. By using certain Singularity keywords, you can specify how you want your image to be built. The extension ‘.def’ is recommended for user clarity. Below is a definition file for a minimal Ubuntu image:
DistType "debian" MirrorURL "https://us.archive.ubuntu.com/ubuntu/" OSVersion "trusty" Setup Bootstrap Cleanup The following keywords were used in this definition file:
- DistType: DistType specifies the distribution type of your intended operating system. Because we are trying to build an Ubuntu image, the type "debian" was chosen.
- MirrorURL: The MirrorURL specifies the download link for your intended operating system. The Ubuntu archive website is a great mirror link to use if you are building an Ubuntu image.
- OSVersion: The OSVersion is used to specify which release of a Debian-based distribution you are using. In this example we chose "trusty" to specify that we wanted to build an Ubuntu 14.04 (Trusty Tahr) image.
- Setup: Setup creates some of the base files and components for an OS and is highly recommended to be included in your definition file.
- Bootstrap: Bootstrap will call apt-get to install the appropriate package to build your OS.
- Cleanup: Cleanup will remove temporary files from the installation.
While this definition file is enough to create a working Ubuntu image, you may want increased customization of your image. There are several Singularity keywords that allow the user to do things such as install packages or files. Some of these keywords are used in the example below:
DistType "debian" MirrorURL "https://us.archive.ubuntu.com/ubuntu/" OSVersion "trusty" Setup Bootstrap InstallPkgs python InstallPkgs wget RunCmd wget https://bootstrap.pypa.io/get-pip.py RunCmd python get-pip.py RunCmd ln -s /usr/local/bin/pip /usr/bin/pip RunCmd pip install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.9.0-cp27-none-linux_x86_64.whl Cleanup
Before going over exactly what image this definition file specifies, the remaining Singularity keywords should be introduced.
- InstallPkgs: InstallPkgs allows you to install any packages that you want on your newly created image.
- InstallFile: InstallFile allows you to install files from your computer to the image.
- RunCmd: RunCmd allows you to run a command from within the new image during the installation.
- RunScript: RunScript adds a new line to the runscript invoked by the Singularity subcommand ‘run’. See the run page for more information.
Now that you are familiar with all of the Singularity keywords, we can take a closer look at the example above. As with the previous example, an Ubuntu image is created with the specified DistType, MirrorURL, and OSVersion. However, after Setup and Bootstrap, we used the InstallPkgs keyword to install ‘python’ and ‘wget’. Then we used the RunCmd keyword to first download the pip installation wheel, and then to install ‘pip’. Subsequently, we also used RunCmd to pip install
TensorFlow. Thus, we have created a definition file that will install ‘python’, ‘pip’, and ‘Tensorflow’ onto the new image.
Creating your image
Once you have created your definition file, you will be ready to actually create your image. You will do this by utilizing the Singularity ‘create’ and ‘bootstrap’ subcommands. The process for doing this can be seen below (note that we have saved our definition file as "ubuntu.def"):
# First we will create an empty image container called ubuntu.img $ sudo singularity create ubuntu.img Creating a sparse image with a maximum size of 1024MiB... INFO : Using given image size of 1024 Formatting image (/sbin/mkfs.ext3) Done. Image can be found at: ubuntu.img # Next we will bootstrap the image with the operating system specified in our definition file $ sudo singularity bootstrap ubuntu.img ubuntu.def W: Cannot check Release signature; keyring file not available /usr/share/keyrings/ubuntu-archive-keyring.gpg I: Retrieving Release I: Retrieving Packages I: Validating Packages I: Resolving dependencies of required packages... I: Resolving dependencies of base packages... I: Found additional base dependencies: gcc-4.8-base gnupg gpgv libapt-pkg4.12 libreadline6 libstdc++6 libusb-0.1-4 readline-common ubuntu-keyring I: Checking component main on https://us.archive.ubuntu.com/ubuntu... I: Retrieving adduser 3.113+nmu3ubuntu3 I: Validating adduser 3.113+nmu3ubuntu3 I: Retrieving apt 1.0.1ubuntu2 I: Validating apt 1.0.1ubuntu2 snip... Downloading pip-8.1.2-py2.py3-none-any.whl (1.2MB) 100% |################################| 1.2MB 1.1MB/s Collecting setuptools Downloading setuptools-24.0.2-py2.py3-none-any.whl (441kB) 100% |################################| 450kB 2.7MB/s Collecting wheel Downloading wheel-0.29.0-py2.py3-none-any.whl (66kB) 100% |################################| 71kB 9.9MB/s Installing collected packages: pip, setuptools, wheel Successfully installed pip-8.1.2 setuptools-24.0.2 wheel-0.29.0 At this point, you have successfully created an Ubuntu image with 'python', 'pip', and 'TensorFlow' on your RHEL computer. Tips and Tricks Here are some tips and tricks that you can use to create more efficient definition files:
Use here documents with RunCmd
Using here documents with conjunction with RunCmd can be a great way to decrease the number of RunCmd keywords that you need to include in your definition file. For example, we can substitute a here document into the previous example:
DistType "debian" MirrorURL "https://us.archive.ubuntu.com/ubuntu/" OSVersion "trusty" Setup Bootstrap InstallPkgs python InstallPkgs wget RunCmd /bin/sh <<EOF wget https://bootstrap.pypa.io/get-pip.py python get-pip.py ln -s /usr/local/bin/pip /usr/bin/pip pip install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.9.0-cp27-none-linux_x86_64.whl EOF Cleanup
As you can see, using a here document allowed us to decrease the number of RunCmd keywords from 4 to 1. This can be useful when your definition file has a lot of RunCmd keywords and can also ease copying and pasting command line recipes from other sources.
Use InstallPkgs with multiple packages
The InstallPkgs keyword is able to install multiple packages with a single keyword. Thus, another way you can increase the efficiency of your code is to use a single InstallPkgs keyword to install multiple packages, as seen below:
DistType "debian" MirrorURL "https://us.archive.ubuntu.com/ubuntu/" OSVersion "trusty" Setup Bootstrap InstallPkgs python wget RunCmd /bin/sh <<EOF wget https://bootstrap.pypa.io/get-pip.py python get-pip.py ln -s /usr/local/bin/pip /usr/bin/pip pip install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.9.0-cp27-none-linux_x86_64.whl EOF Cleanup
Using a single InstallPkgs keyword to install both ‘python’ and ‘wget’ allowed to decrease the number of InstallPkgs keywords we had to use in our definition file. This slimmed down our definition file and helped reduce clutter.