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Why Clustering?
Build Resilient, Elastic [Stateful] Services
node-0
node-1
node-2
node-N
node-16
. . .
Akka Cluster
• Peer-to-peer based
• Nodes disseminate cluster state via gossipping
• Failure detection via phi accrual failure detector
• Every partition has a leader:
• Dynamic role
• Decides on key node state transitions
• Akka Cluster Singleton
• Component which is running on one and only one node at a time
Akka Cluster State Diagram
joining
up
leaving
exiting
removed
join
(leader action)
leaving
(leaderaction)
(leaderaction)
(fd)
(fd)
(fd)
Unreachable
down
(fd)
Afraid of Clustering too?
• Documentation is a challenge…
• Browsing the logs & correlating events is another challenge…
What’s tough about understanding Clustering?
Node-x
Network interface
What’s tough about understanding Clustering?
A node’s viewport on the world
Node-x
Network interface
Indistinguishable failure scenarios
node-1 sees node-2 as unreachable
node-2
OS
JVM
App
node-1
OS
JVM
App
✗
Network
failure
Indistinguishable failure scenarios
node-1 sees node-2 as unreachable
node-2
OS
JVM
App
node-1
OS
JVM
App
✗
Network
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
Node HW
failure
Indistinguishable failure scenarios
node-1 sees node-2 as unreachable
node-2
OS
JVM
App
node-1
OS
JVM
App
✗
Network
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
Node HW
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
JVM
Crash
Indistinguishable failure scenarios
node-1 sees node-2 as unreachable
node-2
OS
JVM
App
node-1
OS
JVM
App
✗
Network
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
Node HW
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
JVM
Crash
node-2
OS
JVM
App
node-1
OS
JVM
App
App
Crash
Indistinguishable failure scenarios
node-1 sees node-2 as unreachable
node-2
OS
JVM
App
node-1
OS
JVM
App
✗
Network
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
Node HW
failure
node-2
OS
JVM
App
node-1
OS
JVM
App
JVM
Crash
node-2
OS
JVM
App
node-1
OS
JVM
App
App
Crash
node-2
OS
JVM
App
node-1
OS
JVM
App
Long JVM
GC pauses
Cluster State visualisation
Show the state of all nodes,
on each node,
as seen by that node
Cluster State visualisation
+
+ some soldering skills
RPi Cluster set-up
RPi Cluster set-up
RPi Cluster set-up
RPi Cluster set-up
RPi Cluster set-up
Cluster State visualisation
node-0
node-1
node-2
node-3
node-4
leader
singleton
heartbeat
Purplish white: Node is unreachable
LED legend
Cluster State visualisation
node-0
node-1
node-2
node-3
node-4
leader
singleton
heartbeat
Joining
U
p
Leaving
Exiting
Dow
n
Purplish white: Node is unreachable
LED legend
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
Subscribe to
Cluster Events
Subscribe to
Cluster Events
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
leader moves
node-0 to Up
Gossipping
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
MemberUp(node-0)
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
MemberUp(node-0
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
Cluster State visualisation
Behind the screens
Cluster
Status
Tracker
Actor
node-4
Akka Cluster Subsystem
Cluster
Status
Tracker
Actor
node-0
Akka Cluster Subsystem
. . .
Gossipping
Demo time!
• Let’s run through a couple of scenarios
• Basic cluster formation & reachability
• Split-brain caused by a network partition
• Manual recovery after inspection (Akka HTTP Management)
• Automatic recovery using Akka Cluster Split-Brain Resolver
RPi Cluster set-up
(first) seed-node
seed-node
seed-node
seed-node
Wrap-up
• Source code - Watch this repo for updates!
https://github.com/lightbend/Pi-Akka-Cluster
• We ran a 2-day Workshop on this topic at
• ScalaDays New York
• Reactive Summit Montreal
• Custom designed LED strip coming up — no need to solder
anymore!
How Akka Works: Visualize And Demo Akka With A Raspberry-Pi Cluster

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