This lesson is being piloted (Beta version)

Containers and Images

Overview

Teaching: 20 min
Exercises: 5 min
Questions
  • How to pull Apptainer images from the libraries?

  • How to run commands inside the containers?

Objectives
  • Learn to search and pull images from the Sylabs Singularity library and Docker Hub.

  • Interact with the containers using the command-line interface.

The Apptainer Command Line Interface

Apptainer provides a command-line interface (CLI) to interact with the containers. You can search, build or run containers in a single line.

You can check the version of the Apptainer or Singularity command you are using with the --version option:

singularity --version
# This works for both Singularity and Apptainer, which installs a link named `singularity` to maintain compatibility.
# In the future you may need to use `apptainer --version`

For this training we recommend Apptainer >= 1.0 or Singularity >= 3.5. Older versions may not have some of the features or behave differently. If you need to install or upgrade Apptainer/Singularity please refer to the Setup section. When asking for support please remember to include the version of Apptainer or Singularity being used, as in the output of the above command.

You can check the available options and subcommands using --help:

apptainer --help

Downloading Images

Container Images are executables that bundle together all necessary components for an application or an environment, like a template for containers. Containers are the runtime instances of images — they are images with a state. CircleCI has a nice explanation of the differences.

Apptainer/Singularity can store, search and retrieve images in registries (searchable catalogs and repositories for images and containers). Images built by other users can be accessible using the CLI, can be pulled down, and become containers at runtime.

Sylabs, the developer of one Singularity flavor, hosts a public image registry, the Singularity Container Library where many user built images are available.

Apptainer, the Linux Foundation flavor, does not point by default to the Sylab registry via the Library API as previous versions did. You can change that running these commands (documented here):

apptainer remote add --no-login SylabsCloud cloud.sycloud.io
INFO:    Remote "SylabsCloud" added.
apptainer remote use SylabsCloud
INFO:    Remote "SylabsCloud" now in use.
apptainer remote list
Cloud Services Endpoints
========================

NAME           URI                  ACTIVE  GLOBAL  EXCLUSIVE
DefaultRemote  cloud.apptainer.org  NO      YES     NO
SylabsCloud    cloud.sycloud.io     YES     NO      NO
...

Remote Endpoints, Library API and OCI Registries

Remotes are service endpoints Apptainer interacts with. These include Library API Registries, OCI Registries, and keyservers. The first two are used to search, pull and push images. The Library API, library://, was designed for SIF images, the Singularity Image Format. The Docker/ORAS API, docker://, is used for Docker Hub, and other OCI (Open Containers Initiative) registries. These include Quay.io, NVIDIA NGC, the GitHub Container Registry, AWS ECR and many more.

Once you have setup a working registry you can use search and pull. The command search lists containers of interest and shows information about users (owners or managers of stored containers) and collections (sets of containers). For example:

# this command can take around a minute to complete
apptainer search centos7
No users found for 'centos7'

Found 1 collections for 'centos7'
        library://shahzebmsiddiqui/easybuild-centos7

Found 15 containers for 'centos7'
        library://gmk/default/centos7-devel
                Tags: latest
...

Downloading an image from the Container Library is pretty straightforward:

apptainer pull library://gmk/default/centos7-devel

and the image is stored locally as a .sif file (centos7-devel_latest.sif, in this case).

Docker Images

Fortunately, Apptainer is also compatible with Docker images. There are many more registries with Docker images. Docker Hub is one of the largest libraries available, and any image hosted on the hub can be easily downloaded with the docker:// URL as reference:

apptainer pull docker://centos:centos7

Running Containers

There are several ways to interact with images and start containers. Here we will review how to initialize a shell environment and how to execute directly a command.

Initializing a shell and exiting it

The shell command initializes a new interactive shell inside the container.

apptainer shell centos7-devel_latest.sif
Apptainer>

In this case, the container works as a lightweight virtual machine in which you can execute commands. Remember, inside the container you have the same user and permissions.

Apptainer> id
uid=1001(myuser) gid=1001(myuser) groups=1001(myuser),500(myothergroup)

Now quit the container by typing

Apptainer> exit

or hitting Ctrl + D. Note that when exiting from the Apptainer image all the running processes are killed (stopped). Changes saved into bound directories are preserved. By default anything else in the container is lost (we’ll see later about writable images).

Bound directories

When an outside directory is accessible also inside Apptainer we say it is bound, or bind mounted. The path to access it may differ but anything you do to its content outside is visible inside and vice-versa. By default, Apptainer binds the home of the user, /tmp and $PWD into the container. This means your files at hostname:~/ are accessible inside the container. You can specify additional bind mounts using the --bind option. For example, let’s say /cvmfs is available in the host, and you would like to have access to CVMFS inside the container (here, host refers to the computer/server that you are running apptainer on). Then let’s do

apptainer shell --bind /cvmfs:/mnt centos7-devel_latest.sif

Here, the colon : separates the path to the directory on the host (/cvmfs/) from the mounting point (/mnt/) inside of the container. If you do not have CVMFS, you can try the command with /opt, for example. More information on binding is provided later.

Let’s check that this works:

Apptainer> ls /mnt/cms.cern.ch
bin                        etc                  SITECONF           slc7_aarch64_gcc530
bootstrap.sh               external             slc5_amd64_gcc434  slc7_aarch64_gcc700
...

URLs as input

Each of the different commands to set a container from a local .sif also accepts the URL of the image as input. For example, starting a shell with Rocky Linux 8 is as easy as

apptainer shell docker://rockylinux:8
INFO:    Converting OCI blobs to SIF format
INFO:    Starting build...
Getting image source signatures
Copying blob 7ecefaa6bd84 done
Copying config a8f7ea56a4 done
Writing manifest to image destination
Storing signatures
2024/02/24 20:32:30  info unpack layer: sha256:7ecefaa6bd84a24f90dbe7872f28a94e88520a07941d553579434034d9dca399
INFO:    Creating SIF file...
Apptainer>

Executing commands

The command exec starts the container from a specified image and executes a command inside it. Let’s use the official Docker image of ROOT to start ROOT inside a container:

apptainer exec docker://rootproject/root root -b
INFO:    Converting OCI blobs to SIF format
INFO:    Starting build...
...
2024/02/24 20:36:21  info unpack layer: sha256:7aea3382b6b1676fdc2742fef246a9ec593b44cf8ddc81f0f7b1638f2dda6f65
INFO:    Creating SIF file...
   ------------------------------------------------------------------
  | Welcome to ROOT 6.30/04                        https://root.cern |
  | (c) 1995-2024, The ROOT Team; conception: R. Brun, F. Rademakers |
  | Built for linuxx8664gcc on Jan 31 2024, 10:01:37                 |
  | From heads/master@tags/v6-30-04                                  |
  | With c++ (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0                   |
  | Try '.help'/'.?', '.demo', '.license', '.credits', '.quit'/'.q'  |
   ------------------------------------------------------------------

root [0]

And just like that, ROOT can be used in any laptop, large-scale cluster or grid system with Apptainer available.

Execute Python with PyROOT available

Using the official Docker image of ROOT, start a Python session with PyROOT available.

Solution

apptainer exec --cleanenv docker://rootproject/root python3

--cleanenv is optional but makes the command more robust (see Episode 4)

INFO:    Using cached SIF image
Python 3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import ROOT
>>> # Now you can work with PyROOT, creating a histogram for example
>>> h = ROOT.TH1F("myHistogram", "myTitle", 50, -10, 10)

Key Points

  • Use singularity --version to know what you are using and to communicate it if asking for support

  • A container can be started from a local .sif or directly with the URL of the image.

  • Apptainer is also compatible with Docker images, providing access to the large collection of images hosted by Docker Hub.

  • Get a shell inside of your container with apptainer shell <path/URL to image>

  • Execute a command inside of your container with apptainer exec <path/URL> <command>

  • Bind outside directories with --bind