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Containers: Portable, repeatable user-oriented application delivery
HPC Saudi 2017 - KAUST
15 th March 2017
#dockerbday
@walidshaari
walid.shaari@gmail.com
https://www.linkedin.com/in/walidshaari/
$whoami
● Passionate about openness, open source, devops, Infosec
● Member of the Saudi Aramco Expec Computer Center/HPC team
● Red Hat Certified Architect RHCA
● SANS GIAC Incident handler, Forensics and Web security certified
● Dhahran Docker & Ansible meetup organizer/mentor
@walidshaari
Walid.shaari@gmail.com
https://www.linkedin.com/in/walidshaari/
AGENDA : Good Morning Containers
8:30 - 8:35 Introduction, Networking, Socializing
8:37 - 9:38 Interactive theory session "Presentation with Q&A"
9:40 - 10:15 Play with Docker Birthday 4 Labs
10:15 - 10:30 Coffee break
10:30 - 11:55 Singularity, rkt, lxd
© 2013-2016 Docker, Inc. All rights reserved
Docker 4th Birthday
#dockerbday
Docker Bday #4 celebrations worldwide!
• 150+ Bday meetups!
• 6000+ RSVPs
• 700+ mentors
#dockerbday
Join the Docker Student
Community! Sign up here:
http://dockr.ly/students (with your school email) for
access to our free Docker Student Developer Kit and
more!
Become a Docker
Campus Ambassador!
For leaders on campus who want to help their
peers learn Docker! Learn more and apply here:
http://dockr.ly/campus-ambassador
Are you a student?
Surveys and expectations
Assuming everyone knows a bit of Linux/Unix/Mac OSX CLI ?
Development, Operations, Security, Business, Others?
Devops
Configuration management
Containers
Schedulers
Containers eco system
Clusters, Load balancers, Orchestration
© 2013-2016 Docker, Inc. All rights reserved
HPC
What is HPC?
▪ HPC workloads mostly
▪ Runs on Linux
▪ Runs on bare-metal for maximum performance, lower overhead
▪ HPC Application
▪ Broken into smaller parallel distributed problems across cluster
nodes.
▪ Utilizes inter-process communications heavily, shared memory, or
across network.
▪ Scientific computing
HPC
▪ HPC dominated by Academics research and discovery
▪ Industry in the last 5-10 years seen an increase in HPC interest (Car , O&E)
▪ Possible constraints:
▪ Snowflake deployments, each HPC cluster/supercomputer is build in mind with
specific use cases
▪ Long lived nodes.
▪ Bloated/drift/unclean maybe diskless reboots
▪ Reboot time, or launching app could be long due to system/memory checks, bootstrapping
▪ Traditional Data Center Linux distribution
▪ Fixed installation based on single enterprise distro (Scientific, RHEL, SLES)
▪ Old kernel features
https://arxiv.org/pdf/1702.05513.pdf #cHPC
© 2013-2016 Docker, Inc. All rights reserved
Containers
First Step, Definition?
• The Application matters
• The application can be a process or a set of processes
• The use case might be not a running app
• Set of tools to develop an app
• Set of scripts "apps" that are part of a pipeline
• Isolated contained environment "Encapsulation"
• Synonyms
• chroot
• jail
• partition
• namespace
• zone
chroot/jail
A chroot on Unix operating systems is an operation that
changes the apparent root directory for the current running
process and its children. A program that is run in such a
modified environment cannot name (and therefore normally
cannot access) files outside the designated directory tree.
The term "chroot" may refer to the chroot(2) system call or
the chroot(8) wrapper program. The modified environment
is called a chroot jail.
https://en.wikipedia.org/wiki/Chroot
Thank the giants
CONTAINERS?
WHAT ARE THEY REALLY?
Linux features?
Namespace
cgroupsLXC
Union file systems
Configuration management?
Virtualization technology?
npm
jar
Packaging ?
rpm
deb
tar.gz
Virtual/environment management ?
Sandboxing?
chroo
t
BSD jail Solaris zones
IBM VM/370 (1972)
seccomp
IT DEPENDS
Manual
Configuration
Traditional VMs
Less Portable
Minimal overhead
Most Portable
Lots of overhead
Configuration
Management tools
Containers
Docker
Intel Clear Containers
Singularity
LXC/LXD
Non-Repeatable Repeatable
rkt
DEVELOPERS LOVE DOCKER
17https://www.slideshare.net/dberkholz/cloud-native-in-the-enterprise-realworld-data-on-container-and-microservice-
adoption
KUBERNETES SEEING THE MOST DEVELOPER
TRACTION
18https://www.slideshare.net/dberkholz/cloud-native-in-the-enterprise-realworld-data-on-container-and-microservice-
adoption
Container
Containment, isolation or encapsulation of an environment.
Machine container:
Encapsulates a complete system image. e.g. Ubuntu, RHEL, Scientific Linux.
Process container:
Encapsulates a service/process(es) . e.g. Django, ROR, Gitlab, redis, Openfoam, kafka, spark.
What is the smallest application container?
Container Runtime
docker < 1.11.0
└── systemd
└── docker run OpenFoam
└── Docker Engine
└── OpenFoam
docker > 1.11.0
└── systemd
└── docker run OpenFoam
└── Docker Engine
└── containerd
└── runc
└── OpenFoam
rkt > 1.0
└── systemd
└── rkt run OpenFoam
└── OpenFoam
singularity (2.2.x)
└── systemd/(init)
└── bash
└── OpenFoam
https://medium.com/@adriaandejonge/moving-from-docker-to-rkt-310dc9aec938#.1glm3o1t3
Other runtime
Image formats
Layered
Overlay filesystems/Graph drivers
chrootDirectory
Archive
#OCI
#ACI
Use Cases: Packaging
Agnostic packaging
Captures
○ Dependencies
○ Environment
○ Configurations
○ Executables
○ How about data?
○ What Else?
■ hint: m*
Pack once, Run everywhere
http://hpcbios.readthedocs.io/en/latest/HPCBIOS_2012-92.html
#EasyBuild #lmod #GUIX #NYU-Environment-POSTER
Use Case: Portability
Portable/Scalable across
● platforms
● Distributions
● Environments
Separation of concerns, e.g. development pack and ship, operations scale and deploy.
development ensures app is resilient, operations enure infra is HA resilient and scalable
Use Case: Portability
Portable/Scalable across
● systems
● subsystems
● Anywhere
#BYOE
Use Case: Reproducible
Paolo Di Tommaso from the Center for Genomic Regulation presented : Manage Reproducibility of Computational Workflows with Docker Containers and
Nextflow.
https://www.slideshare.net/insideHPC/reproducible-computational-pipelines-with-docker-and-nextflow
https://youtu.be/Doo9H2-gBAk
27
Data Center current silo inefficient state
SchedulerScheduler
Jobs
Jobs
Jobs
Jobs
Jobs
Jobs
Scheduler
Jobs
Jobs
Jobs
Cluster Management A
Cluster Management B
Cluster Management C
Node as a work unit,
traditiontial single level
(silo) schedulers. No
holistic awareness of other
workloads
28
Data Center
Efficient Secure Allocation of Resources
VC3
BigData
VC1
Infra
VC2
HPC
Schedu
ler
Schedu
ler
Schedu
ler
DataCenter
Scheduler
jobs
Jobs
Jobs
Jobs
Jobs
Jobs
Jobs
Jobs
2nd Generation Cluster Management
Containers as a work unit,
container aware workload
schedulers integrated with
cluster management
software
29
Mesos DC/OS:
Example of Data Center/Container aware scheduler
▪ Mature, Open Source Apache Project
▪ Cluster Resource Manager
▪ Scalable to 10,000s of nodes
▪ Fault tolerant, no single point of failure
▪ Multi-tenancy with strong resource isolation
▪ Improved resource utilization
▪ Can schedule batch and interactive workloads for HPC and Big data.
https://people.eecs.berkeley.edu/~alig/papers/mesos.pdf
https://katacoda.com/courses/mesos/playground
30
HPC workload
runs on the cloud
25%
31
Which workloads and frameworks are running on
OpenStack?
Source : https://www.openstack.org/assets/survey/Public-User-Survey-Report.pdf
> 38%
scientific/technical
computing already
happening on
Openstack
EXAMPLE HPC Data Center Use Case
https://fosdem.org/2017/schedule/event/magnumcern/
33
NVIDIA Example use case
https://github.com/NVIDIA/nvidia-docker
http://www.nvidia.com/object/docker-container.html
Possible HPC Caveats/Constraints
1. Memory/storage deduplication
2. Code Optimization for specific architecture
3. Hardware environment Optimizations
4. Limited take on HPC specific orchestration and scheduling
5. Hardware topology assumptions (e.g. GPU brand, interconect)
6. Chroot based containers have limited tooling (e.g. introspection,
history, search)
7. chroot based containers might be hard to scan for security
vulnerabilities, hardening, and composition.
Container image security
Black listed artifacts
e.g. passwords, keys
3rd party software
e.g. libraries/packages
compiled from sourceSecurity Permissions
Configuration
Packages
License
Network
Metadata
Environment Variables
Context
36
MPI batch jobs
● use ssh inside container
● dssh http://www.qnib.org/2016/03/31/dssh/
● Capitalize on openmpi
○ Openmpi/pbs/TORQUE ( mpiexed does’t use ssh)
● Singularity examples uses Openmpi/Slurm
● Mesos mpi frameworks
● Commercial Univa/LSF/ support
● Research, and contribute ideas, pull requests to swarm,
kubernetes, slurm, mesos, and the alike.
● https://github.com/ambu50/wrapper-sq
37
Docker performance benchmarks
http://www.theregister.co.uk/2014/08/18/docker_kicks_kvms_butt_in_ibm_tests
DISCLAIMER
@kelseyhightower :
The problem with most blog posts attempting to compare two different systems is
the author not having the sufficient experience to do so.
https://twitter.com/kelseyhightower/status/826974374536187905
© 2013-2016 Docker, Inc. All rights reserved
1. Introduction to Docker
#dockerbday
#dockerbday
Interesting Numbers
17k+
pull requests
40k+
stars
800k+
repos
10B+
downloads
2000+
contributors
280+
meetups
220k+
members
80+
countries
What is Docker?
The leading open source platform to pack, ship and run apps
as lightweight containers.
Developers: use Docker to eliminate “works on my machine” problems when
collaborating on code with co-workers.
Operators: use Docker to run and manage apps side-by-side in isolated
containers to get better compute density.
Enterprises: use Docker to build agile software delivery pipelines to ship new
features faster, more securely and with confidence for both
Linux and Windows Server apps.
#dockerbday
• Standardized packaging for
software and dependencies
• Isolate apps from each other
• Share the same OS kernel
• Works for all major Linux
distributions
• Containers native to Windows
Server 2016
What are Docker containers?
Comparing Containers and VMs
Containers are an app
level construct
VMs are an infrastructure level
construct to turn one machine
into many servers
Containers and VMs together
Containers and VMs together provide a tremendous amount of
flexibility for IT to optimally deploy and manage apps.
Evolution of the Docker Platform
Beginning
• Single purpose
• Linux developer community
#dockerbday
Evolution of the Docker Platform
Many purposes, users and infrastructure
Today
Developer
Community
Need to experiment
and innovate with
leading edge tech
Ops
Community
Enterprise
Partner
Ecosystem
Run business
critical apps at
scale anywhere
Extend and add
value to a platform
with a shared path
to monetization
Need a predictable
system to deploy
and run apps
#dockerbday
The Docker Platform
Developers Ops Enterprise Ecosystem
ONE PLATFORM
For Developers and IT
For Linux and Windows
On Premises and in the Cloud
Traditional Homegrown, Commercial ISV, Microservices
Docker Community Edition
Docker Enterprise Edition
Docker Certified
Docker Store
#dockerbday
What is a Docker Edition?
Making things simple for a great user experience
#dockerbday
NEW! Certification program for
Infrastructure, Plugins and Containers
Community EditionEnterprise Edition
Docker Community Edition (CE) & Enterprise Edition (EE)
Enterprise Edition (EE)
• CaaS enabled platform subscription
(integrated container orchestration,
management and security)
• Enterprise class support
• Quarterly releases, supported for
one year each with backported
patches and hotfixes.
• Certified Technology: Infrastructure,
Plugins, Containers
• Free Docker platform for “do it
yourself” dev and ops
• Monthly Edge release with latest
features for developers
• Quarterly release with maintenance
for ops
Community Edition (CE)
#dockerbday
Docker old versioning scheme
0.0.3 March
2013
1.0 June
2014
1.1 July
2014
1.2 August
2014
1.3 October
2014
1.4
December
2014
1.5
February
2015
1.6 April
2015
1.7 June
2015
1.8 August
2015
1.9
November
2015
1.10
Feburary
2016
1.11 April
2016
1.12.0 July
2016
1.12.1
August 2016
1.12.2
October
2016
1.12.3
October
2016
Product Versioning & Support
DockerCE
Edge
Stable
● NEW! Product Versioning follows a Year.Month model
● `docker-engine` package no longer exists. There’s only `docker-ce` and `docker-ee`.
● The binary formerly known as the engine is versioned YY.MM
DockerEE
EE
Released quarterly
Each version
supported for 1 year
v17.03 v17.04 v17.07v17.06v17.05 v17.08
v17.03
v17.06
v17.03
v17.06
v17.09 v17.10
v17.09
v17.09
#dockerbday
Where do you
download Docker
Community Edition?
#dockerbday
Docker Store!
• A marketplace for you to get the
latest trusted containers, plugins,
and Docker editions!
• You can search, browse, purchase
and manage from one location.
• Community Edition for:
− Mac
− AWS
− Fedora
− CentOS
−Windows
−Azure
−Ubuntu
−Debian
#dockerbday
Want to build and publish a container in Docker
Store?
Visit store.docker.com and click apply to publish through the Store
Publisher Program!
© 2013-2016 Docker, Inc. All rights reserved
2. Learn Docker with Bday #4 Labs!
#dockerbday
Lab Instructions
STEP 1: Visit
http://birthday.play-with-docker.com/
Join the slack channel - #docker-bday-4
Join the Docker Community - dockr.ly/community
#dockerbday
STEP 2: Select the lab
you’d like to take.
http://birthday.play-with-
docker.com/
Lab Instructions
#dockerbday
As a special thank you for attending, use this code for a 30%
discount to attend DockerCon in Austin!
Register: http://2017.dockercon.com/
Code: BDAY4
Take a
#dockerselfie
#dockerbday
© 2013-2016 Docker, Inc. All rights reserved
http://birthday.play-with-docker.com/
Join the slack channel: #docker-bday-4
Join the Docker Community:
https://community.docker.com/registrations/
groups/4316
#ISC2017 Docker Workshop
#dockerbday
#dockerselfie
© 2013-2016 Docker, Inc. All rights reserved
Singularity
Scientific computing container
Singularity Container Selection Criteria
http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
Singularity speculations against Docker
http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
Docker use in scientific computing
http://geekyap.blogspot.ch/2016/11/docker-vs-singularity-vs-shifter-in-hpc.html
Counter arguments I
Docker Singularity
privilege model namespace since 1.10
Feb 2016
suid, namespace added sep
2016
support current Linux
distro
kernel 3.10+ 2.6 kernel
Image build Dockerfile based build, some
configuration management tools
are trying to automate it, or
abstract it even more.
most of the time
bootstrapping from Docker is
the only working method out
of 4.
No additional network
configuration
configurable, one can use none,
host, or whatever network
plugin
None, which is fine for a
minimal HPC binary
No additional hardware shares kernel, view limited by
pid,user,ipc,mnt,network
except of network
namespace, chrooted
process shares host kernel
Counter arguments II
Docker Singularity
development maturity 5 years internal, 4 years
Open Source, 2000+
contributors
4 core developers, 1 year
old, limited community
security audited, scrutinized, running
in internet facing production
sites
- no key signing
- no introspection
- no vulnerability
scanner
- history, layer tracing
capabilities
….
eco system Huge eco system, vendor
support, and ISVs
small few companies
production usage Ubercloud, CERN, several
use cases presented in ISC
workshop
None, which is fine for a
minimal HPC binary
Counter arguments III
Docker Singularity
rdma Mellnox have provided
RDMA name space for multi
tenant hosts
None
Image caching works, options to inspect,
clean/prune it when needed
did not work for me on 2.2.0
rich API yes minimal functions, no restful
API to integrate with others,
other than SHUB
inspection, accounting yes None
https://singularity-hub.org/tools/compare
Play With Singularity
Demos
• https://asciinema.org/~bauerm
• https://asciinema.org/~vs
Vagrant Environment
• https://github.com/singularityware/singularity-vagrant
Workshop for last month Intel HPC devcon:
• https://github.com/singularityware/intel-hpc-devcon
Regardless of Singularity claims against Docker
Singularity benefits from Docker ecosystem
Given the context of internal HPC clusters not facing public internet and using in-house images.
- Singularity is minimalistic, simpler architecture, user interface and integration with existing HPC infrastructure.
- Doesn't require operations to install root Daemons.
- Enables separation of duties between Dev and Ops, allowing end users to bring their own packaged apps #BYOE
- Needs the support and contribution of the HPC and scientific community
Features wish list:
- Follow current standards, such as the OCI.
- Provide introspection and traceability
- Metadata
- Private SHUB
Scientific computing loves Singularity
© 2013-2016 Docker, Inc. All rights reserved
rkt
What is rkt?
From the rkt GitHub page, "rkt (pronounced "rock-it") is a CLI for
running app containers on Linux. rkt is designed to be secure,
compassable and standards-based.
#ACI
Why rkt not Docker?
§ Don’t want to run Docker’s daemon.
§ Don’t require the Docker’s rich feature set/eco system. #KISS
§ Can’t trust Docker security yet, even though it is no longer an issue.
§ Have a modern Linux distro :
kernel > 4.3 and systemd version > 222
Similar reasons to why Singularity not Docker apart from the last
rkt playground
https://www.katacoda.com/courses/coreos/rkt-hello-world
https://www.katacoda.com/courses/coreos/playground
© 2013-2016 Docker, Inc. All rights reserved
lxd
The Canonical Solution
https://www.slideshare.net/dustinkirkland/container-world-2017-the-questions-youre-afraid-to-ask-about-containers
§ Front end for LXC
§ Complete Linux environment
§ Enables simple restful management API to LXC
§ Secure by default
§ Simpler and less confusing tools
§ Checkpoint, restore, snapshot support
§ No drastic change in Infrastructure
§ Controls multi local and remote containers
§ OpenStack Nova plug-in for managing virtual LXD hosts in the cloud
LXD
§ https://linuxcontainers.org/lxd/try-it
§ https://stgraber.org/2017/03/05/run-your-own-lxd-demo-server/
Play with LXD
© 2013-2016 Docker, Inc. All rights reserved
Container Distributions
Minimalist Container Distributions
q Atomic http://www.projectatomic.io/
q Container OS ( previously called CoreOS) https://coreos.com/os/docs/latest
q Rancher http://rancher.com/rancher-os/
q VMware Photon https://vmware.github.io/photon/
q SUSE MicroOs https://www.suse.com/communities/blog/rise-caas-platform/
What is Next in application management?
Not yet viable for HPC, however, have brilliant ideas. claims to be for modern
and legacy app. Still less than a year old
When you create a container image with Habitat, You know exactly what
went into the container and what is configurable about the application
Build immutable infrastructure but allow
last mile Application config changes
Build containers with a
Minimum Viable OS
Decouple the application build from the final
production ready container
Orchestrate the application
launch order and topology
required
https://www.habitat.sh/
References
q https://www.nextplatform.com/2017/03/02/solving-hpc-conflicts-containers/
q http://geekyap.blogspot.co.za/2016/11/docker-vs-singularity-vs-shifter-in-hpc.html
q https://www.enterprisetech.com/2017/03/02/docker-platform-fills-gaps-container-ecosystem/
q https://arxiv.org/pdf/1702.05513.pdf #cHPC, the HPC container prototype
q https://www.fosdem.org/2017/schedule/event/singularity/ https://www.nextflow.io/blog/2016/more-fun-
containers-hpc.html
q http://jvns.ca/blog/2016/10/02/i-just-want-to-run-a-container/
q Videos from 2nd EasyBuild User Meeting : Singualirty, Lmod, XALT and EasyBuild
https://www.youtube.com/playlist?list=PLVA9BuLC1j-yfxp2w-wraAGDCmhjb3o5Y
q http://www.vanessasaur.us/
88
Thank you

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Containers - Portable, repeatable user-oriented application delivery. Build, ship, run any app anywhere!

  • 1. Containers: Portable, repeatable user-oriented application delivery HPC Saudi 2017 - KAUST 15 th March 2017 #dockerbday @walidshaari walid.shaari@gmail.com https://www.linkedin.com/in/walidshaari/
  • 2. $whoami ● Passionate about openness, open source, devops, Infosec ● Member of the Saudi Aramco Expec Computer Center/HPC team ● Red Hat Certified Architect RHCA ● SANS GIAC Incident handler, Forensics and Web security certified ● Dhahran Docker & Ansible meetup organizer/mentor @walidshaari Walid.shaari@gmail.com https://www.linkedin.com/in/walidshaari/
  • 3. AGENDA : Good Morning Containers 8:30 - 8:35 Introduction, Networking, Socializing 8:37 - 9:38 Interactive theory session "Presentation with Q&A" 9:40 - 10:15 Play with Docker Birthday 4 Labs 10:15 - 10:30 Coffee break 10:30 - 11:55 Singularity, rkt, lxd
  • 4. © 2013-2016 Docker, Inc. All rights reserved Docker 4th Birthday #dockerbday
  • 5. Docker Bday #4 celebrations worldwide! • 150+ Bday meetups! • 6000+ RSVPs • 700+ mentors #dockerbday
  • 6. Join the Docker Student Community! Sign up here: http://dockr.ly/students (with your school email) for access to our free Docker Student Developer Kit and more! Become a Docker Campus Ambassador! For leaders on campus who want to help their peers learn Docker! Learn more and apply here: http://dockr.ly/campus-ambassador Are you a student?
  • 7. Surveys and expectations Assuming everyone knows a bit of Linux/Unix/Mac OSX CLI ? Development, Operations, Security, Business, Others? Devops Configuration management Containers Schedulers Containers eco system Clusters, Load balancers, Orchestration
  • 8. © 2013-2016 Docker, Inc. All rights reserved HPC
  • 9. What is HPC? ▪ HPC workloads mostly ▪ Runs on Linux ▪ Runs on bare-metal for maximum performance, lower overhead ▪ HPC Application ▪ Broken into smaller parallel distributed problems across cluster nodes. ▪ Utilizes inter-process communications heavily, shared memory, or across network. ▪ Scientific computing
  • 10. HPC ▪ HPC dominated by Academics research and discovery ▪ Industry in the last 5-10 years seen an increase in HPC interest (Car , O&E) ▪ Possible constraints: ▪ Snowflake deployments, each HPC cluster/supercomputer is build in mind with specific use cases ▪ Long lived nodes. ▪ Bloated/drift/unclean maybe diskless reboots ▪ Reboot time, or launching app could be long due to system/memory checks, bootstrapping ▪ Traditional Data Center Linux distribution ▪ Fixed installation based on single enterprise distro (Scientific, RHEL, SLES) ▪ Old kernel features https://arxiv.org/pdf/1702.05513.pdf #cHPC
  • 11. © 2013-2016 Docker, Inc. All rights reserved Containers
  • 12. First Step, Definition? • The Application matters • The application can be a process or a set of processes • The use case might be not a running app • Set of tools to develop an app • Set of scripts "apps" that are part of a pipeline • Isolated contained environment "Encapsulation" • Synonyms • chroot • jail • partition • namespace • zone
  • 13. chroot/jail A chroot on Unix operating systems is an operation that changes the apparent root directory for the current running process and its children. A program that is run in such a modified environment cannot name (and therefore normally cannot access) files outside the designated directory tree. The term "chroot" may refer to the chroot(2) system call or the chroot(8) wrapper program. The modified environment is called a chroot jail. https://en.wikipedia.org/wiki/Chroot
  • 15. CONTAINERS? WHAT ARE THEY REALLY? Linux features? Namespace cgroupsLXC Union file systems Configuration management? Virtualization technology? npm jar Packaging ? rpm deb tar.gz Virtual/environment management ? Sandboxing? chroo t BSD jail Solaris zones IBM VM/370 (1972) seccomp
  • 16. IT DEPENDS Manual Configuration Traditional VMs Less Portable Minimal overhead Most Portable Lots of overhead Configuration Management tools Containers Docker Intel Clear Containers Singularity LXC/LXD Non-Repeatable Repeatable rkt
  • 18. KUBERNETES SEEING THE MOST DEVELOPER TRACTION 18https://www.slideshare.net/dberkholz/cloud-native-in-the-enterprise-realworld-data-on-container-and-microservice- adoption
  • 19. Container Containment, isolation or encapsulation of an environment. Machine container: Encapsulates a complete system image. e.g. Ubuntu, RHEL, Scientific Linux. Process container: Encapsulates a service/process(es) . e.g. Django, ROR, Gitlab, redis, Openfoam, kafka, spark. What is the smallest application container?
  • 20. Container Runtime docker < 1.11.0 └── systemd └── docker run OpenFoam └── Docker Engine └── OpenFoam docker > 1.11.0 └── systemd └── docker run OpenFoam └── Docker Engine └── containerd └── runc └── OpenFoam rkt > 1.0 └── systemd └── rkt run OpenFoam └── OpenFoam singularity (2.2.x) └── systemd/(init) └── bash └── OpenFoam https://medium.com/@adriaandejonge/moving-from-docker-to-rkt-310dc9aec938#.1glm3o1t3
  • 22. Image formats Layered Overlay filesystems/Graph drivers chrootDirectory Archive #OCI #ACI
  • 23. Use Cases: Packaging Agnostic packaging Captures ○ Dependencies ○ Environment ○ Configurations ○ Executables ○ How about data? ○ What Else? ■ hint: m* Pack once, Run everywhere http://hpcbios.readthedocs.io/en/latest/HPCBIOS_2012-92.html #EasyBuild #lmod #GUIX #NYU-Environment-POSTER
  • 24. Use Case: Portability Portable/Scalable across ● platforms ● Distributions ● Environments Separation of concerns, e.g. development pack and ship, operations scale and deploy. development ensures app is resilient, operations enure infra is HA resilient and scalable
  • 25. Use Case: Portability Portable/Scalable across ● systems ● subsystems ● Anywhere #BYOE
  • 26. Use Case: Reproducible Paolo Di Tommaso from the Center for Genomic Regulation presented : Manage Reproducibility of Computational Workflows with Docker Containers and Nextflow. https://www.slideshare.net/insideHPC/reproducible-computational-pipelines-with-docker-and-nextflow https://youtu.be/Doo9H2-gBAk
  • 27. 27 Data Center current silo inefficient state SchedulerScheduler Jobs Jobs Jobs Jobs Jobs Jobs Scheduler Jobs Jobs Jobs Cluster Management A Cluster Management B Cluster Management C Node as a work unit, traditiontial single level (silo) schedulers. No holistic awareness of other workloads
  • 28. 28 Data Center Efficient Secure Allocation of Resources VC3 BigData VC1 Infra VC2 HPC Schedu ler Schedu ler Schedu ler DataCenter Scheduler jobs Jobs Jobs Jobs Jobs Jobs Jobs Jobs 2nd Generation Cluster Management Containers as a work unit, container aware workload schedulers integrated with cluster management software
  • 29. 29 Mesos DC/OS: Example of Data Center/Container aware scheduler ▪ Mature, Open Source Apache Project ▪ Cluster Resource Manager ▪ Scalable to 10,000s of nodes ▪ Fault tolerant, no single point of failure ▪ Multi-tenancy with strong resource isolation ▪ Improved resource utilization ▪ Can schedule batch and interactive workloads for HPC and Big data. https://people.eecs.berkeley.edu/~alig/papers/mesos.pdf https://katacoda.com/courses/mesos/playground
  • 30. 30 HPC workload runs on the cloud 25%
  • 31. 31 Which workloads and frameworks are running on OpenStack? Source : https://www.openstack.org/assets/survey/Public-User-Survey-Report.pdf > 38% scientific/technical computing already happening on Openstack
  • 32. EXAMPLE HPC Data Center Use Case https://fosdem.org/2017/schedule/event/magnumcern/
  • 33. 33 NVIDIA Example use case https://github.com/NVIDIA/nvidia-docker http://www.nvidia.com/object/docker-container.html
  • 34. Possible HPC Caveats/Constraints 1. Memory/storage deduplication 2. Code Optimization for specific architecture 3. Hardware environment Optimizations 4. Limited take on HPC specific orchestration and scheduling 5. Hardware topology assumptions (e.g. GPU brand, interconect) 6. Chroot based containers have limited tooling (e.g. introspection, history, search) 7. chroot based containers might be hard to scan for security vulnerabilities, hardening, and composition.
  • 35. Container image security Black listed artifacts e.g. passwords, keys 3rd party software e.g. libraries/packages compiled from sourceSecurity Permissions Configuration Packages License Network Metadata Environment Variables Context
  • 36. 36 MPI batch jobs ● use ssh inside container ● dssh http://www.qnib.org/2016/03/31/dssh/ ● Capitalize on openmpi ○ Openmpi/pbs/TORQUE ( mpiexed does’t use ssh) ● Singularity examples uses Openmpi/Slurm ● Mesos mpi frameworks ● Commercial Univa/LSF/ support ● Research, and contribute ideas, pull requests to swarm, kubernetes, slurm, mesos, and the alike. ● https://github.com/ambu50/wrapper-sq
  • 38. DISCLAIMER @kelseyhightower : The problem with most blog posts attempting to compare two different systems is the author not having the sufficient experience to do so. https://twitter.com/kelseyhightower/status/826974374536187905
  • 39. © 2013-2016 Docker, Inc. All rights reserved 1. Introduction to Docker #dockerbday
  • 41. What is Docker? The leading open source platform to pack, ship and run apps as lightweight containers. Developers: use Docker to eliminate “works on my machine” problems when collaborating on code with co-workers. Operators: use Docker to run and manage apps side-by-side in isolated containers to get better compute density. Enterprises: use Docker to build agile software delivery pipelines to ship new features faster, more securely and with confidence for both Linux and Windows Server apps. #dockerbday
  • 42. • Standardized packaging for software and dependencies • Isolate apps from each other • Share the same OS kernel • Works for all major Linux distributions • Containers native to Windows Server 2016 What are Docker containers?
  • 43. Comparing Containers and VMs Containers are an app level construct VMs are an infrastructure level construct to turn one machine into many servers
  • 44. Containers and VMs together Containers and VMs together provide a tremendous amount of flexibility for IT to optimally deploy and manage apps.
  • 45. Evolution of the Docker Platform Beginning • Single purpose • Linux developer community #dockerbday
  • 46. Evolution of the Docker Platform Many purposes, users and infrastructure Today Developer Community Need to experiment and innovate with leading edge tech Ops Community Enterprise Partner Ecosystem Run business critical apps at scale anywhere Extend and add value to a platform with a shared path to monetization Need a predictable system to deploy and run apps #dockerbday
  • 47. The Docker Platform Developers Ops Enterprise Ecosystem ONE PLATFORM For Developers and IT For Linux and Windows On Premises and in the Cloud Traditional Homegrown, Commercial ISV, Microservices Docker Community Edition Docker Enterprise Edition Docker Certified Docker Store #dockerbday
  • 48. What is a Docker Edition? Making things simple for a great user experience #dockerbday NEW! Certification program for Infrastructure, Plugins and Containers Community EditionEnterprise Edition
  • 49. Docker Community Edition (CE) & Enterprise Edition (EE) Enterprise Edition (EE) • CaaS enabled platform subscription (integrated container orchestration, management and security) • Enterprise class support • Quarterly releases, supported for one year each with backported patches and hotfixes. • Certified Technology: Infrastructure, Plugins, Containers • Free Docker platform for “do it yourself” dev and ops • Monthly Edge release with latest features for developers • Quarterly release with maintenance for ops Community Edition (CE) #dockerbday
  • 50. Docker old versioning scheme 0.0.3 March 2013 1.0 June 2014 1.1 July 2014 1.2 August 2014 1.3 October 2014 1.4 December 2014 1.5 February 2015 1.6 April 2015 1.7 June 2015 1.8 August 2015 1.9 November 2015 1.10 Feburary 2016 1.11 April 2016 1.12.0 July 2016 1.12.1 August 2016 1.12.2 October 2016 1.12.3 October 2016
  • 51. Product Versioning & Support DockerCE Edge Stable ● NEW! Product Versioning follows a Year.Month model ● `docker-engine` package no longer exists. There’s only `docker-ce` and `docker-ee`. ● The binary formerly known as the engine is versioned YY.MM DockerEE EE Released quarterly Each version supported for 1 year v17.03 v17.04 v17.07v17.06v17.05 v17.08 v17.03 v17.06 v17.03 v17.06 v17.09 v17.10 v17.09 v17.09 #dockerbday
  • 52. Where do you download Docker Community Edition? #dockerbday
  • 53. Docker Store! • A marketplace for you to get the latest trusted containers, plugins, and Docker editions! • You can search, browse, purchase and manage from one location. • Community Edition for: − Mac − AWS − Fedora − CentOS −Windows −Azure −Ubuntu −Debian #dockerbday
  • 54. Want to build and publish a container in Docker Store? Visit store.docker.com and click apply to publish through the Store Publisher Program!
  • 55. © 2013-2016 Docker, Inc. All rights reserved 2. Learn Docker with Bday #4 Labs! #dockerbday
  • 56. Lab Instructions STEP 1: Visit http://birthday.play-with-docker.com/ Join the slack channel - #docker-bday-4 Join the Docker Community - dockr.ly/community #dockerbday
  • 57. STEP 2: Select the lab you’d like to take. http://birthday.play-with- docker.com/ Lab Instructions #dockerbday
  • 58. As a special thank you for attending, use this code for a 30% discount to attend DockerCon in Austin! Register: http://2017.dockercon.com/ Code: BDAY4
  • 60. © 2013-2016 Docker, Inc. All rights reserved http://birthday.play-with-docker.com/ Join the slack channel: #docker-bday-4 Join the Docker Community: https://community.docker.com/registrations/ groups/4316 #ISC2017 Docker Workshop #dockerbday #dockerselfie
  • 61. © 2013-2016 Docker, Inc. All rights reserved Singularity
  • 63. Singularity Container Selection Criteria http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
  • 65.
  • 67. Singularity speculations against Docker http://hpcugent.github.io/easybuild/files/EUM17/20170208-1_Singularity.pdf
  • 68. Docker use in scientific computing http://geekyap.blogspot.ch/2016/11/docker-vs-singularity-vs-shifter-in-hpc.html
  • 69. Counter arguments I Docker Singularity privilege model namespace since 1.10 Feb 2016 suid, namespace added sep 2016 support current Linux distro kernel 3.10+ 2.6 kernel Image build Dockerfile based build, some configuration management tools are trying to automate it, or abstract it even more. most of the time bootstrapping from Docker is the only working method out of 4. No additional network configuration configurable, one can use none, host, or whatever network plugin None, which is fine for a minimal HPC binary No additional hardware shares kernel, view limited by pid,user,ipc,mnt,network except of network namespace, chrooted process shares host kernel
  • 70. Counter arguments II Docker Singularity development maturity 5 years internal, 4 years Open Source, 2000+ contributors 4 core developers, 1 year old, limited community security audited, scrutinized, running in internet facing production sites - no key signing - no introspection - no vulnerability scanner - history, layer tracing capabilities …. eco system Huge eco system, vendor support, and ISVs small few companies production usage Ubercloud, CERN, several use cases presented in ISC workshop None, which is fine for a minimal HPC binary
  • 71. Counter arguments III Docker Singularity rdma Mellnox have provided RDMA name space for multi tenant hosts None Image caching works, options to inspect, clean/prune it when needed did not work for me on 2.2.0 rich API yes minimal functions, no restful API to integrate with others, other than SHUB inspection, accounting yes None
  • 73. Play With Singularity Demos • https://asciinema.org/~bauerm • https://asciinema.org/~vs Vagrant Environment • https://github.com/singularityware/singularity-vagrant Workshop for last month Intel HPC devcon: • https://github.com/singularityware/intel-hpc-devcon
  • 74. Regardless of Singularity claims against Docker Singularity benefits from Docker ecosystem Given the context of internal HPC clusters not facing public internet and using in-house images. - Singularity is minimalistic, simpler architecture, user interface and integration with existing HPC infrastructure. - Doesn't require operations to install root Daemons. - Enables separation of duties between Dev and Ops, allowing end users to bring their own packaged apps #BYOE - Needs the support and contribution of the HPC and scientific community Features wish list: - Follow current standards, such as the OCI. - Provide introspection and traceability - Metadata - Private SHUB Scientific computing loves Singularity
  • 75. © 2013-2016 Docker, Inc. All rights reserved rkt
  • 76. What is rkt? From the rkt GitHub page, "rkt (pronounced "rock-it") is a CLI for running app containers on Linux. rkt is designed to be secure, compassable and standards-based. #ACI
  • 77. Why rkt not Docker? § Don’t want to run Docker’s daemon. § Don’t require the Docker’s rich feature set/eco system. #KISS § Can’t trust Docker security yet, even though it is no longer an issue. § Have a modern Linux distro : kernel > 4.3 and systemd version > 222 Similar reasons to why Singularity not Docker apart from the last
  • 78.
  • 80. © 2013-2016 Docker, Inc. All rights reserved lxd
  • 82. § Front end for LXC § Complete Linux environment § Enables simple restful management API to LXC § Secure by default § Simpler and less confusing tools § Checkpoint, restore, snapshot support § No drastic change in Infrastructure § Controls multi local and remote containers § OpenStack Nova plug-in for managing virtual LXD hosts in the cloud LXD
  • 84. © 2013-2016 Docker, Inc. All rights reserved Container Distributions
  • 85. Minimalist Container Distributions q Atomic http://www.projectatomic.io/ q Container OS ( previously called CoreOS) https://coreos.com/os/docs/latest q Rancher http://rancher.com/rancher-os/ q VMware Photon https://vmware.github.io/photon/ q SUSE MicroOs https://www.suse.com/communities/blog/rise-caas-platform/
  • 86. What is Next in application management? Not yet viable for HPC, however, have brilliant ideas. claims to be for modern and legacy app. Still less than a year old When you create a container image with Habitat, You know exactly what went into the container and what is configurable about the application Build immutable infrastructure but allow last mile Application config changes Build containers with a Minimum Viable OS Decouple the application build from the final production ready container Orchestrate the application launch order and topology required https://www.habitat.sh/
  • 87. References q https://www.nextplatform.com/2017/03/02/solving-hpc-conflicts-containers/ q http://geekyap.blogspot.co.za/2016/11/docker-vs-singularity-vs-shifter-in-hpc.html q https://www.enterprisetech.com/2017/03/02/docker-platform-fills-gaps-container-ecosystem/ q https://arxiv.org/pdf/1702.05513.pdf #cHPC, the HPC container prototype q https://www.fosdem.org/2017/schedule/event/singularity/ https://www.nextflow.io/blog/2016/more-fun- containers-hpc.html q http://jvns.ca/blog/2016/10/02/i-just-want-to-run-a-container/ q Videos from 2nd EasyBuild User Meeting : Singualirty, Lmod, XALT and EasyBuild https://www.youtube.com/playlist?list=PLVA9BuLC1j-yfxp2w-wraAGDCmhjb3o5Y q http://www.vanessasaur.us/