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The SAM Pattern
A Distributed System View of
Front-End Architectures
J.J. DUBRAY
xgen.io
© 2016 xgen.io
Modern GUIs have become just a Node in a
Dynamic Distributed System
• your friends,
• players
• your watch
• IoT sensors
• …
Events and Callbacks
Composability
Encapsulation
Subscriptions
Separation of Concern
Data Consistency
from
to
Maintainability
…
Ingo Mayer et al (https://infoscience.epfl.ch/record/176887/files/DeprecatingObservers2012.pdf)© 2016 xgen.io
© 2016 xgen.io
The GUI and the
Back-End API
© 2016 xgen.io
The Devs
and the Architect
© 2016 xgen.io
Redux
© 2016 xgen.io
Angular2
SCRUM
Source: http://www.bangkokpost.com/learning/advanced/1009037/footbridge-with-powerpole-through-it-fixed
CONSTRUCTION HAD TO
BE STARTED OR
BUILDER WOULD BE
FINED
Code Reuse
© 2016 xgen.io
AWS
Outage
22-wheel truck
downs 47 power poles
Source: http://www.bangkokpost.com/learning/learning-from-news/641220/22-wheel-truck-downs-47-power-poles-18-wheeler-drags-12-year-old-to-death
After some intense
research …
Leading Web Frameworks like
React and Angular came up with
component Model by
1. simply putting a box around the
code we used to write
2. add a change detection
mechanism to re-render
components automatically each
time their properties change
Introducing
Functional Reactive Programming
Functional Reactive Programming
•The main idea of FRP is to build programs in
a declarative only way, by defining [event]
streams, how they are linked together and
what happens if a new stream value arrives
over time.
Source: http://blog.jhades.org/functional-reactive-programming-for-angular-2-developers-rxjs-and-observables/
Jennifer Paykin http://www.cis.upenn.edu/~jpaykin/papers/pkz_LTTT.pdf
© 2016 xgen.io
… BUT
• FRP programs are purely functional
•which alleviates the problems of synchronizing
state with behavior
•[They] can be built with very little to no
application state variables, which are in general
a source of errors.
• To make it clearer: the application does have state, but
that state its typically stored on certain streams or in the
DOM, not on the application code itself.
Source: http://blog.jhades.org/functional-reactive-programming-for-angular-2-developers-rxjs-and-observables/
Jennifer Paykin http://www.cis.upenn.edu/~jpaykin/papers/pkz_LTTT.pdf© 2016 xgen.io
Source: https://twitter.com/sstephenson/status/730039913052176384
© 2016 xgen.io
Semantics Matter
Source: Lee Byron, Immutable User Interfaces
https://vimeo.com/album/3953264/video/166790294
© 2016 xgen.io
Angular2
Template
Event
Event
Component
Component
Component
Component
Template
Template
Template
reactive()
© 2016 xgen.io
MobX
Observable
Computable Reaction
Computable
Computable Reaction
Observable
Observable
Observable
Observable
Action
(Mutation)
Action
(Mutation)
© 2016 xgen.io
functional() reactive()
Thunks
Sagas
…
React/Redux
Reducer
(Action +
Mutation)
Store View
functional() reactive()
Action
(Intent)
Action
(Intent)
© 2016 xgen.io
Elm
Update
(Mutation)
View
Command
(Action)
Subscription
Subscription
Source: https://www.gitbook.com/book/sporto/elm-tutorial/details
© 2016 xgen.io
Task
Task
Task
functional()
reactive()
Cycle.js
Intent$
Intent$
Model$
Intent$
Driver
View$
Driver
© 2016 xgen.io
functional()
reactive()
Over-Network Reactive Dependency Graphs
© 2016 xgen.io
Source: G. Salvaneschi et al
http://www.guidosalvaneschi.com/attachments/papers/2013_Towards-Distributed-Reactive-Programming_pdf.pdf
Introducing SAM
- State-Action-Model -
The SAM Pattern
View
Model
V = f(M) ??
© 2016 xgen.io
The Paxos Protocol
Consensus based protocol to achieve data consistency
in distributed systems?
Source: Mark Chu-Carroll
http://www.goodmath.org/blog/2015/01/30/paxos-a-really-beautiful-protocol-for-distributed-
consensus/
https://en.wikipedia.org/wiki/Paxos_(computer_science)© 2016 xgen.io
The SAM Pattern
View
Model
V = f(M) Counter = Counter + 1Counter = Counter + 1
var p_counter = counter + 1
counter = p_counter
var p_counter = counter + 1
counter.accept(p_counter)
var p_counter = counter + 1
counter.accept(p_counter).then(learn)
1 Proposers
2 Acceptor(s) 3 Learners
© 2016 xgen.io
Dr. Leslie Lamport: TLA+
http://research.microsoft.com/en-us/um/people/lamport/pubs/state-machine.pdf
The SAM Pattern is
Unapologetically Focused on Mutation
View
Model
Actions
V = f(Model)
State next-action(Model)
1 Proposers
2 Acceptor(s)
3Learner(s)
© 2016 xgen.io
State-Action-Model
View
Model
V = f(Model)
next-action(Model)
Action
Action
Action
Action
event
Unit of Work
Unit of Work
Unit of Work
State
State
State
Component
Component
State-Action-Model
View
Model
V = f(Model)
next-action(Model)
Action
event
Unit of Work
State
Programming
languages provide no
well-defined notion of a
program step
Dr. Leslie Lamport
http://research.microsoft.com/en-US/um/people/Lamport/pubs/pluscal.pdf
© 2016 xgen.io
SAM Pattern
View
Model
Actions
V = f(M)
State
Step
Allowed
actions
Allowed
proposals
Unidirectional / Single State Tree Data Flow
Model
Actions
State
V = f(M)
nap(M)
SAM Isolates APIs from the View
Model
Actions
State
V = f(M)
nap(M)
CUD
R
There is no need for
• an immutable model (Redux)
• declarative effects (Elm, ~Redux)
They create more problems than they solve
Conclusion
• Programming model
• Centered on Mutation, not
immutability
• True Single State Tree, no
Sagas/Stateful components
• Focused on ”what’s allowed”, not
subscriptions
• View Components are 100%
decoupled from the application
business logic
• Functional UI/HTML (code
generation), not templates
• Architecture
• Side-effects friendly
• Wiring agnostic
• Truly Isomorphic
• Action “Hang back”
/ Generic
Cancellations
• 3rd party Actions
(OAuth)
Questions?
http://sam.js.org/
https://gitter.im/jdubray/sam

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The SAM Pattern: a Distributed System View of Front-End Architectures

Notes de l'éditeur

  1. Graphical User Interfaces are part of a wide class of software, Reactive Applications, that responds to user input, network messages, and other events Reactive code is asynchronously triggered by event occurrences It is hard to trace and understand the control flow of the entire system