From b8e55f2647fd103cb4e146815d23dd76b5632d66 Mon Sep 17 00:00:00 2001 From: Simo Tuomisto Date: Mon, 29 Apr 2024 12:38:01 +0300 Subject: [PATCH] Multiple additions and switch to png images --- content/advanced_running_containers.rst | 16 ++- content/basics_running_containers.rst | 63 ++++++-- content/container_images.rst | 106 +++++++++----- content/img/apptainer_example.graphml | 152 ++++++++++++++++++++ content/img/apptainer_example.png | Bin 0 -> 52230 bytes content/img/bind_example.graphml | 12 +- content/img/bind_example.png | Bin 0 -> 45469 bytes content/img/build_example.graphml | 22 +-- content/img/build_example.png | Bin 0 -> 39871 bytes content/img/containerized_application.png | Bin 0 -> 53755 bytes content/img/default_mounts.png | Bin 0 -> 85342 bytes content/img/exec_example.png | Bin 0 -> 35484 bytes content/img/image_explanation.png | Bin 0 -> 59125 bytes content/img/image_explanation_apptainer.png | Bin 0 -> 44383 bytes content/img/normal_application.png | Bin 0 -> 32940 bytes content/img/nv_example.graphml | 150 +++++++++++++++++++ content/img/nv_example.png | Bin 0 -> 43389 bytes content/img/pull_example.png | Bin 0 -> 40005 bytes content/img/rocm_example.graphml | 150 +++++++++++++++++++ content/img/rocm_example.png | Bin 0 -> 40496 bytes content/img/run_example.png | Bin 0 -> 22457 bytes content/img/shell_example.png | Bin 0 -> 23538 bytes content/intro_and_motivation.rst | 31 ++-- 23 files changed, 622 insertions(+), 80 deletions(-) create mode 100644 content/img/apptainer_example.graphml create mode 100644 content/img/apptainer_example.png create mode 100644 content/img/bind_example.png create mode 100644 content/img/build_example.png create mode 100644 content/img/containerized_application.png create mode 100644 content/img/default_mounts.png create mode 100644 content/img/exec_example.png create mode 100644 content/img/image_explanation.png create mode 100644 content/img/image_explanation_apptainer.png create mode 100644 content/img/normal_application.png create mode 100644 content/img/nv_example.graphml create mode 100644 content/img/nv_example.png create mode 100644 content/img/pull_example.png create mode 100644 content/img/rocm_example.graphml create mode 100644 content/img/rocm_example.png create mode 100644 content/img/run_example.png create mode 100644 content/img/shell_example.png diff --git a/content/advanced_running_containers.rst b/content/advanced_running_containers.rst index 1e492a0..efc7565 100644 --- a/content/advanced_running_containers.rst +++ b/content/advanced_running_containers.rst @@ -20,7 +20,7 @@ This is done via method called **mount binding**. Binding means that a folder from the host system is mapped into a folder inside the container. -.. figure:: img/default_mounts.svg +.. figure:: img/default_mounts.png Figure 1: Only some folders are mounted by default @@ -39,7 +39,7 @@ The following would bind folder ``/scratch`` from the host system to $ apptainer exec --bind /scratch example.sif ls /scratch -.. figure:: img/bind_example.svg +.. figure:: img/bind_example.png Figure 2: Binding a directory inside a container @@ -86,6 +86,10 @@ Now when we launch the image, we can give the image GPU access with $ apptainer exec --nv pytorch-cuda.sif python -c 'import torch; print(torch.cuda.is_available())' +.. figure:: img/nv_example.png + + Figure 3: Enabling NVIDIA's GPUs in containers + .. admonition:: Expected result :class: dropdown @@ -96,6 +100,8 @@ Now when we launch the image, we can give the image GPU access with $ apptainer exec --nv pytorch-cuda.sif python -c 'import torch; print(torch.cuda.is_available())' True + + Using AMD's GPUs **************** @@ -107,6 +113,10 @@ As an example, let's get a ROCm-enabled PyTorch-image: $ apptainer pull pytorch-rocm.sif docker://docker.io/rocm/pytorch:rocm6.1_ubuntu22.04_py3.10_pytorch_2.1.2 +.. figure:: img/rocm_example.png + + Figure 4: Enabling AMD's GPUs in containers + Now when we launch the image, we can give the image GPU access with .. code-block:: console @@ -116,7 +126,7 @@ Now when we launch the image, we can give the image GPU access with .. admonition:: Expected result :class: dropdown - If you run this in a system with an NVIDIA GPU, you should see the following result: + If you run this in a system with an AMD GPU, you should see the following result: .. code-block:: console diff --git a/content/basics_running_containers.rst b/content/basics_running_containers.rst index 36fb8b9..fdc8b4c 100644 --- a/content/basics_running_containers.rst +++ b/content/basics_running_containers.rst @@ -6,6 +6,49 @@ Basics of running containers * Learn what methods are available to run a container +Different ways you can run your containers +------------------------------------------ + +You can run your container in multiple different ways: + +- You can run the container as a single application +- You can get an interactive terminal in the container +- You can run an application from within the container + + +We'll cover these ways in this individual sections. + + +How to read Apptainer commands? +------------------------------- + +Apptainer's commands can sometimes have multiple flags +which can make it hard to parse the command line. + +A typical apptainer command has: + +1. ``apptainer`` is at the start because we use the + Apptainer client to run the commands. +2. A subcommand (like ``pull``, ``build``, ``exec``, ``run`` etc.) + that tells which Apptainer feature we want to use. +3. Often after the subcommand we have the name of the image we + want to use. +4. At the end we might have additional commands that Apptainer + ignores. + +For legibility reasons many commands in this lesson are highlighted +in this format: + +.. figure:: img/apptainer_example.png + :width: 100% + + Figure 1: How apptainer-commands are highlighted + + +For the comprehensive list of client commands, see +`Apptainer CLI reference page `__. + + Obtaining a container from container registry --------------------------------------------- @@ -19,8 +62,6 @@ Let's create the container image with the following command: .. code-block:: console - $ mkdir apptainer_cache - $ export APPTAINER_CACHEDIR=$PWD/apptainer_cache $ apptainer pull python.sif docker://python We'll talk about container images and image building later on. @@ -31,7 +72,8 @@ Running the container --------------------- Running the container means that we run some specific program -that the image creator has considered to be especially important. +that the image creator has decided to be the main program for +this image. When we run the container we will execute a so-called entry script or runscript that contains commands specified by the image creators. @@ -61,9 +103,10 @@ Let's run the Python container image: You should read the command line like this: -.. figure:: img/run_example.svg +.. figure:: img/run_example.png + :scale: 50% - Figure 1: A simple run command + Figure 2: A simple run command This syntax might seem self-evident, but in more complex use cases we will give additional flags to various parts of the command. @@ -92,9 +135,10 @@ We can launch an interactive shell in a container with You should read the command line like this: -.. figure:: img/shell_example.svg +.. figure:: img/shell_example.png + :scale: 50% - Figure 2: Launch a shell in a container + Figure 3: Launch a shell in a container Running a single program from the container @@ -123,9 +167,10 @@ Let's check the Debian version in the container: You should read the command line like this: -.. figure:: img/exec_example.svg +.. figure:: img/exec_example.png + :scale: 50% - Figure 3: Launch a program in a container + Figure 4: Launch a program in a container Review of this session diff --git a/content/container_images.rst b/content/container_images.rst index 6095963..a0ef23b 100644 --- a/content/container_images.rst +++ b/content/container_images.rst @@ -10,6 +10,7 @@ Container images What is a container image? -------------------------- + Traditional container images (docker etc.) ****************************************** @@ -39,7 +40,7 @@ This analogy happens with traditional container images as well (e.g. docker imag A typical image might look something like this: -.. figure:: img/image_explanation.svg +.. figure:: img/image_explanation.png Figure 2: Typical container image consists of individual layers @@ -68,12 +69,14 @@ store the images and the network capacity needed to transfer the images. When a container is launched these layers are fetched and organized on top of each other and when a program tries to find a file, it will go through the layers until it finds it. This is analogous to light bouncing off from the top layer of paint on a -painting. +painting. Paint below the top layer is hidden. .. admonition:: Key points to remember - Traditional containers are built layer by layer - Traditional containers are built from Dockerfiles + - Traditional container images are transferred via registries using + client tools or as `.tar`-files Apptainer container images ************************** @@ -89,9 +92,9 @@ Instead it writes all of the layers into one single layer. This is analogous to printing an image of a painting on a piece of paper. The hidden layers of paint are not replicated and only the topmost layer is visible. -.. figure:: img/image_explanation_apptainer.svg +.. figure:: img/image_explanation_apptainer.png - Figure 2: Apptainer container image is a single unchanging image layer + Figure 3: Apptainer container image is a single unchanging image layer This way of working has some upsides and some downsides. @@ -119,12 +122,14 @@ Additional build steps and runtime behaviour can be specified in a - Apptainer images are a single image layer which is stored in a .sif-file. - When built from traditional image, Apptainer images squash all layers to a single one. - - Apptainer images are built from definition file (.def) + - Apptainer images are built from definition file (.def). + - Apptainer images are transferred as normal files Building images --------------- + Pulling an existing image from a container registry *************************************************** @@ -133,8 +138,6 @@ We have already seen how to pull a .. code-block:: console - $ mkdir apptainer_cache - $ export APPTAINER_CACHEDIR=$PWD/apptainer_cache $ apptainer pull python.sif docker://python We could have alternatively used the full registry specification URL: @@ -147,24 +150,37 @@ The format for these registry specifications is: ``docker://REGISTRY_URL/USER_NAMESPACE/IMAGE_NAME:IMAGE_TAG`` +Here ``docker://`` means that we use a Docker Hub compatible container +registry. There are other compatible registries such as +`quay `__ and +`GitHub container registry `__. + You can read the command like this: -.. figure:: img/pull_example.svg +.. figure:: img/pull_example.png Figure 3: Pulling an image from a repository -Handling temporary layers needed for build process -************************************************** + +Handling temporary layers needed by the build process +***************************************************** When Apptainer creates a ``.sif``-image it needs to first download any layers it uses for the building. Then it will squash all of these layers to one ``.sif``-image. These are stored in a folder specified by an environment variable -``APPTAINER_CACHEDIR``. By default, apptainer will use +``APPTAINER_CACHEDIR``. By default, Apptainer will use ``$HOME/.apptainer/cache``. This can result in you running out of quota during the image creation process if the home folder quota is not big. +You can set the cache directory with: + +.. code-block:: console + + $ mkdir apptainer_cache + $ export APPTAINER_CACHEDIR=$PWD/apptainer_cache + It is adviced to move it to some filesystem that has enough space available. You can check the cache status with: @@ -182,11 +198,12 @@ and you can clean the cache with: See `this page `__ for more documentation. + Creating an image using a specification file ******************************************** Let's say we want to create an apptainer image for the following -``example.py``-script: +``summation.py``-script: .. code-block:: python @@ -214,11 +231,11 @@ Let's create a definition file for this image: From: python:latest %files - example.py /opt + summation.py /opt %runscript echo "Got arguments: $*" - exec python /opt/example.py "$@" + exec python /opt/summation.py "$@" In this definition file we specify: @@ -231,9 +248,9 @@ Now we can built this image with: .. code-block:: console - $ apptainer build example.sif example.def + $ apptainer build my_container.sif my_container_definition.def -.. figure:: img/build_example.svg +.. figure:: img/build_example.png Figure 4: Building an image from a definition file @@ -241,22 +258,32 @@ After building the image we can test out the image with: .. code-block:: console - $ apptainer run example.sif 1 2 + $ apptainer run my_container.sif 1 2 .. admonition:: Expected result :class: dropdown Building container should result in a container image - ``example.sif`` being created. + ``my_container.sif`` being created. Running the container should produce the following output: .. code-block:: console - $ apptainer run example.sif 1 2 + $ apptainer run my_container.sif 1 2 Got arguments: 1 2 Sum of numbers was: 3 + +.. admonition:: Key points to remember + + - Bootstrap settings are analogous to what you would use with + ``apptainer pull``. + - The application inside the container could be much more complex. + By creating a ``apptainer run``-interface via ``%runscript``-block + you can convert a big and complex installation into what is + basically a single executable. + Running additional commands during image creation ************************************************* @@ -271,15 +298,16 @@ For example, let's modify our definition file so that we get an installation of `numpy `__-package in the image: .. code-block:: apptainer + Bootstrap: docker From: python:latest %files - example.py /opt + summation.py /opt %runscript echo "Got arguments: $*" - exec python /opt/example.py "$@" + exec python /opt/summation.py "$@" %post pip install numpy @@ -288,7 +316,7 @@ After re-building the image we can test the numpy installation with: .. code-block:: console - $ apptainer exec example.sif python -c 'import numpy; print(numpy.__version__)' + $ apptainer exec my_container.sif python -c 'import numpy; print(numpy.__version__)' .. admonition:: Expected result :class: dropdown @@ -300,14 +328,13 @@ After re-building the image we can test the numpy installation with: .. code-block:: console - $ apptainer exec example.sif python -c 'import numpy; print(numpy.__version__)' + $ apptainer exec my_container.sif python -c 'import numpy; print(numpy.__version__)' 1.26.4 Setting environment variables in the image ****************************************** - We can also specify that additional environment variables should be set when the image is being launched with an ``%environment``-block. @@ -321,11 +348,11 @@ the image is launched. From: python:latest %files - example.py /opt + summation.py /opt %runscript echo "Got arguments: $*" - exec python /opt/example.py "$@" + exec python /opt/summation.py "$@" %post pip install numpy @@ -337,7 +364,7 @@ After re-building the image we can test that the environment values is set with: .. code-block:: console - $ apptainer exec example.sif python -c 'import os; print(os.getenv("MYVAR"))' + $ apptainer exec my_container.sif python -c 'import os; print(os.getenv("MYVAR"))' .. admonition:: Expected result @@ -347,7 +374,7 @@ After re-building the image we can test that the environment values is set with: .. code-block:: console - $ apptainer exec example.sif python -c 'import os; print(os.getenv("MYVAR"))' + $ apptainer exec my_container.sif python -c 'import os; print(os.getenv("MYVAR"))' yes @@ -370,11 +397,11 @@ Let's add these blocks to the definition file: From: python:latest %files - example.py /opt + summation.py /opt %runscript echo "Got arguments: $*" - exec python /opt/example.py "$@" + exec python /opt/summation.py "$@" %post pip install numpy @@ -392,14 +419,14 @@ Let's add these blocks to the definition file: Example: - apptainer run example.sif 1 2 + apptainer run my_container.sif 1 2 Let's check the help message with: .. code-block:: console - $ apptainer run-help example.sif + $ apptainer run-help my_container.sif .. admonition:: Expected result :class: dropdown @@ -408,12 +435,13 @@ Let's check the help message with: .. code-block:: console - $ apptainer run-help example.sif + $ apptainer run-help my_container.sif This container sums up numbers. Example: - apptainer run example.sif 1 2 + apptainer run my_container.sif 1 2 + Examining the container *********************** @@ -422,7 +450,7 @@ Now that we have a container with some software in it we can examine it with .. code-block:: console - $ apptainer inspect example.sif + $ apptainer inspect my_container.sif .. admonition:: Expected result :class: dropdown @@ -431,7 +459,7 @@ Now that we have a container with some software in it we can examine it with .. code-block:: console - $ apptainer inspect example.sif + $ apptainer inspect my_container.sif Author:: CodeRefinery Description:: This is an example image Version:: v0.0.1 @@ -446,7 +474,7 @@ We can also see the image contents with .. code-block:: console - $ apptainer sif list example.sif + $ apptainer sif list my_container.sif .. admonition:: Expected result :class: dropdown @@ -455,7 +483,7 @@ We can also see the image contents with .. code-block:: console - $ apptainer sif list example.si + $ apptainer sif list my_container.sif ------------------------------------------------------------------------------ ID |GROUP |LINK |SIF POSITION (start-end) |TYPE ------------------------------------------------------------------------------ @@ -470,7 +498,7 @@ the definition file used to build the image. We can examine that with .. code-block:: console - $ apptainer sif dump 1 example.sif + $ apptainer sif dump 1 my_container.sif Additional definition file options diff --git a/content/img/apptainer_example.graphml b/content/img/apptainer_example.graphml new file mode 100644 index 0000000..e05f52f --- /dev/null +++ b/content/img/apptainer_example.graphml @@ -0,0 +1,152 @@ + + + + + + + + + + + + + + + + + + + + + + + Blue highlights the apptainer command + + + + + + + + + + + Yellow highlights +apptainer client subcommand + + + + + + + + + + + subcommand + + + + + + + + + + + image.sif + + + + + + + + + + + Purple highlights a +container image file + + + + + + + + + + + additional commands + + + + + + + + + + + Gray highlights additional commands that +are not parsed by apptainer + + + + + + + + + + + apptainer + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/content/img/apptainer_example.png 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zgXA)^w^*DHqPWZYEH(^gc@DrEGaFQ=-B}(SCjN=O)8n6iJsb!pCG*B)=SZ3H3eZ2b z&V8kIUO_^^WdO9ui*m|fF0-%km-7|5%Xak+S|rry=I|&Ld~?~3)VM9jux4WcvJ^C% zc0*xq>?zHP<>pBoHS+ih`Yc1pXwIXN9}DWHN-rY~2 zqqja176RxU@v9d9H~an`__ + for launching the container without giving the user additional privileges. + Let's consider the following case: @@ -58,13 +63,13 @@ Let's consider the following case: 3. The operating system / available software is different on the HPC cluster 4. Even if the program runs, it is necessarily not the **exact same program** as operating system has changed -.. figure:: img/normal_application.svg +.. figure:: img/normal_application.png Figure 2: Without containers, your program uses libraries from the host system With containers the user would run the exact same container on both systems: -.. figure:: img/containerized_application.svg +.. figure:: img/containerized_application.png Figure 3: With containers, your program uses libraries from the container image @@ -73,13 +78,15 @@ With containers the user would run the exact same container on both systems: Containers are a way of launching applications in a self-contained environment with their own OS and program libraries. + Filesystem used by containers is stored in container images. We'll talk + more on container images later. + Remember that the word container can refer to: - a running container with it's own environment - the container image that defines the container environment - We'll talk more on container images later. -What is the intended use case of apptainer? +What is the intended use case of Apptainer? ------------------------------------------- Apptainer is meant for running complex applications in various systems such

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