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GIT: Under the Hood
By:
Vinay Kumar
(Knoldus Inc.)
By: Vinay Kumar
Comparing
Orchestration
Agenda
● Concept of Orchestration.
● Tools:
○ Docker and Swarm
○ Mesos + Marathon
○ Kubernetes
● Putting it all together.
Concept of Orchestration.
● Fluctuating user demand requires efficient
system.
● Near Zero failover requires preprovisioned hosts.
Concept of Orchestration.
● AIM
○ When using multiple resources, make sure:
■ they are efficiently used (not Idle).
● CPU and Mem intensive loads.
■ cope with spikes in demand.
Concept of Orchestration.
● Challenges
○ a nontrivial system is full of administrative
tasks and challenges.
■ impossible to look after machines on an
individual level.
■ patching and updating machines one by one,
they must be treated identically (less
desired).
■ destroyed and replaced (much better).
Tools
● Challenge is broken down into three segments:
○ Clustering.
○ Orchestration.
○ Management.
● Swarm: clustering solution + (Docker-level)
orchestration.
● Kubernetes: higher-level opinionated
orchestration.
● Mesos: (low-level) clustering + orchestration.
Tools: Swarm
● native clustering tool for Docker.
● selects an appropriate host to run the container.
● uses the standard Docker API.
Tools: Swarm
Tools: Swarm
DEMO:
- Create a swarm.
- Run a service to show orchestration.
Tools: Swarm
● STRATEGIES:
○ spread: Places the container on the least loaded
host. (HA setup)
○ binpack: Places the container on the most
loaded host that still has capacity. (Optimize
machine usage)
○ random: Places the container on a random host.
(Well…)
Tools: K8
● Opinionated concepts to manage container
deployment.
● Primary concepts:
○ Pods
○ Flat networking space
○ Labels
○ Services
○ Replication controllers
Tools: K8
● Opinionated concepts to manage container
deployment.
● Primary concepts:
○ Pods
○ Flat networking space
○ Labels
○ Services
○ Replication controllers
Tools: K8
Tools: K8
● Demo:
○ Deploying pods.
○ Services.
Tools: Mesos and Marathon
● Mesos:
○ open source cluster manager.
○ designed to scale to very large clusters (~1000
hosts)
○ supports diverse workloads (Framework)
■ user’s Docker containers may be running
next to another user’s Hadoop tasks.
■ designed around high availability and
resilience
Tools: Mesos and Marathon
Tools: Mesos and Marathon
● Marathon:
○ Manages long-running applications.
○ Features application group to ensure correct
order of deployment of an application.
With Mesos & Marathon: CPU intensive, Memory
intensive and hybrid tasks are better handled.
Tools: Mesos and Marathon
Tools: Mesos and Marathon
● Demo:
○ Interacting with the UI and deploying a service.
Putting It All Together
● Swarm has the advantage (and disadvantage) of
using the standard Docker interface.
● Kubernetes comes with service discovery and
replication baked in. It may require some
redesigning of existing applications, but used
correctly, will result in a fault-tolerant and scalable
system.
● Mesos is a low-level, battle-hardened scheduler
that supports several frameworks for container
orchestration, including Marathon, Kubernetes,
and Swarm.
Putting It All Together
Thank You!
Thank You!

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Comparing Orchestration

  • 1. GIT: Under the Hood By: Vinay Kumar (Knoldus Inc.) By: Vinay Kumar Comparing Orchestration
  • 2. Agenda ● Concept of Orchestration. ● Tools: ○ Docker and Swarm ○ Mesos + Marathon ○ Kubernetes ● Putting it all together.
  • 3. Concept of Orchestration. ● Fluctuating user demand requires efficient system. ● Near Zero failover requires preprovisioned hosts.
  • 4. Concept of Orchestration. ● AIM ○ When using multiple resources, make sure: ■ they are efficiently used (not Idle). ● CPU and Mem intensive loads. ■ cope with spikes in demand.
  • 5. Concept of Orchestration. ● Challenges ○ a nontrivial system is full of administrative tasks and challenges. ■ impossible to look after machines on an individual level. ■ patching and updating machines one by one, they must be treated identically (less desired). ■ destroyed and replaced (much better).
  • 6. Tools ● Challenge is broken down into three segments: ○ Clustering. ○ Orchestration. ○ Management. ● Swarm: clustering solution + (Docker-level) orchestration. ● Kubernetes: higher-level opinionated orchestration. ● Mesos: (low-level) clustering + orchestration.
  • 7. Tools: Swarm ● native clustering tool for Docker. ● selects an appropriate host to run the container. ● uses the standard Docker API.
  • 9. Tools: Swarm DEMO: - Create a swarm. - Run a service to show orchestration.
  • 10. Tools: Swarm ● STRATEGIES: ○ spread: Places the container on the least loaded host. (HA setup) ○ binpack: Places the container on the most loaded host that still has capacity. (Optimize machine usage) ○ random: Places the container on a random host. (Well…)
  • 11. Tools: K8 ● Opinionated concepts to manage container deployment. ● Primary concepts: ○ Pods ○ Flat networking space ○ Labels ○ Services ○ Replication controllers
  • 12. Tools: K8 ● Opinionated concepts to manage container deployment. ● Primary concepts: ○ Pods ○ Flat networking space ○ Labels ○ Services ○ Replication controllers
  • 14. Tools: K8 ● Demo: ○ Deploying pods. ○ Services.
  • 15. Tools: Mesos and Marathon ● Mesos: ○ open source cluster manager. ○ designed to scale to very large clusters (~1000 hosts) ○ supports diverse workloads (Framework) ■ user’s Docker containers may be running next to another user’s Hadoop tasks. ■ designed around high availability and resilience
  • 16. Tools: Mesos and Marathon
  • 17. Tools: Mesos and Marathon ● Marathon: ○ Manages long-running applications. ○ Features application group to ensure correct order of deployment of an application. With Mesos & Marathon: CPU intensive, Memory intensive and hybrid tasks are better handled.
  • 18. Tools: Mesos and Marathon
  • 19. Tools: Mesos and Marathon ● Demo: ○ Interacting with the UI and deploying a service.
  • 20. Putting It All Together ● Swarm has the advantage (and disadvantage) of using the standard Docker interface. ● Kubernetes comes with service discovery and replication baked in. It may require some redesigning of existing applications, but used correctly, will result in a fault-tolerant and scalable system. ● Mesos is a low-level, battle-hardened scheduler that supports several frameworks for container orchestration, including Marathon, Kubernetes, and Swarm.
  • 21. Putting It All Together