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What’s in Store for Scala? Martin Odersky DEVOXX 2011
What’s in Store for Scala? Martin Odersky Typesafe and EPFL
Scala Today
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scala 2.9: ,[object Object],[object Object],[object Object],[object Object],[object Object]
Play Framework 2.0 ,[object Object],[object Object],[object Object],[object Object]
Scala Eclipse IDE 2.0 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scala 2.10: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
“ Scala” comes from “Scalable” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scaling to Many Cores ,[object Object],[object Object],[object Object],[object Object],Data from Kunle Olukotun, Lance Hammond, Herb Sutter, Burton Smith, Chris Batten, and Krste Asanovic “ The free lunch is over”
Concurrency and Parallelism ,[object Object],[object Object],[object Object]
The Root of The Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],var  x = 0 async { x = x + 1 } async { x = x * 2 } // can give 0, 1, 2
Space vs Time Time (imperative/concurrent) Space (functional/parallel)
Scala is a Unifier Agile, with lightweight syntax  Object-Oriented  Scala  Functional Safe and performant, with strong static tpying
Scala is a Unifier Agile, with lightweight syntax  Parallel Object-Oriented  Scala  Functional Sequential Safe and performant, with strong static tpying
Scala’s Toolbox
Different Tools for Different Purposes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]
A class ... ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],class  Person( val  name: String,    val  age:  Int ) ... in Java: ... in Scala:
... and its usage ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],... in Java: ... in Scala: val  people:  Array [Person] val   (minors, adults) = people partition (_.age < 18) A simple pattern match An infix method call A function value
Going Parallel ,[object Object],... in Java: ... in Scala: val  people:  Array [Person] val   (minors, adults) = people .par  partition (_.age < 18)
Parallel Collections ,[object Object],[object Object],[object Object],[object Object],[object Object]
General Collection Hierarchy GenTraversable GenIterable GenSeq Traversable Iterable Seq ParIterable ParSeq
Going Distributed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Future ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],few steps to do the job one word replaces a whole loop type checker is really good at catching errors collection ops are tuned, can be parallelized one vocabulary to work on all kinds of collections: sequential, parallel, or distributed.
Going further: Parallel DSLs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
EPFL / Stanford Research Applications Domain Specific Languages Heterogeneous Hardware DSL Infrastructure OOO Cores SIMD Cores Threaded Cores Specialized Cores Programmable Hierarchies Scalable  Coherence Isolation & Atomicity On-chip Networks Pervasive Monitoring Domain Embedding Language ( Scala ) Virtual Worlds Personal Robotics Data informatics Scientific Engineering Physics ( Liszt ) Scripting Probabilistic (RandomT) Machine Learning ( OptiML ) Rendering Parallel Runtime ( Delite, Sequoia, GRAMPS ) Dynamic Domain Spec. Opt. Locality Aware Scheduling Staging Polymorphic Embedding Task & Data Parallelism Hardware Architecture Static Domain Specific Opt.
Example: Liszt - A DSL for Physics Simulation ,[object Object],[object Object],[object Object],[object Object],[object Object],Fuel injection Transition Thermal Turbulence Turbulence Combustion
Liszt as Virtualized Scala ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],AST Hardware DSL Library Optimisers Generators … … Schedulers GPU, Multi-Core, etc
New in Scala 2.10: Reflection ,[object Object],[object Object],[object Object]
(Bare-Bones) Reflection in Java Want to know whether type A conforms to B? Write your own Java compiler! Why not add some meaningful operations? Need to write essential parts of a compiler (hard). Need to ensure that both compilers agree (almost impossible).
How to do Better? ,[object Object],[object Object],Dependency Injection ,[object Object],[object Object]
Using Guice for Dependency Injection (Example by Jan Kriesten)
... plus some Boilerplate
Dependency Injection in Scala Components are classes or traits Requirements are abstract values Wiring by implementing requirement values But what about cyclic dependencies?
The Cake Pattern Requirements are  types of  this Components are traits Wiring by mixin composition
Cake Pattern in the Compiler ,[object Object],[object Object],[object Object]
Towards Better Reflection ,[object Object],[object Object],[object Object]
Compiler Architecture reflect.internal.Universe nsc.Global  (scalac) reflect.runtime.Mirror Problem: This exposes way too much detail!
Complete Reflection Architecture ,[object Object],[object Object],reflect.internal.Universe nsc.Global  (scalac) reflect.runtime.Mirror reflect.api.Universe / reflect.mirror
How to Make a Facade The Facade The Implementation Interfaces are not enough!
Conclusion ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Follow us on twitter: @typesafe ,[object Object],typesafe.com akka.io scala-lang.org

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Devoxx

  • 1. What’s in Store for Scala? Martin Odersky DEVOXX 2011
  • 2. What’s in Store for Scala? Martin Odersky Typesafe and EPFL
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  • 11.
  • 12.
  • 13. Space vs Time Time (imperative/concurrent) Space (functional/parallel)
  • 14. Scala is a Unifier Agile, with lightweight syntax Object-Oriented Scala Functional Safe and performant, with strong static tpying
  • 15. Scala is a Unifier Agile, with lightweight syntax Parallel Object-Oriented Scala Functional Sequential Safe and performant, with strong static tpying
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23. General Collection Hierarchy GenTraversable GenIterable GenSeq Traversable Iterable Seq ParIterable ParSeq
  • 24.
  • 25.
  • 26.
  • 27. EPFL / Stanford Research Applications Domain Specific Languages Heterogeneous Hardware DSL Infrastructure OOO Cores SIMD Cores Threaded Cores Specialized Cores Programmable Hierarchies Scalable Coherence Isolation & Atomicity On-chip Networks Pervasive Monitoring Domain Embedding Language ( Scala ) Virtual Worlds Personal Robotics Data informatics Scientific Engineering Physics ( Liszt ) Scripting Probabilistic (RandomT) Machine Learning ( OptiML ) Rendering Parallel Runtime ( Delite, Sequoia, GRAMPS ) Dynamic Domain Spec. Opt. Locality Aware Scheduling Staging Polymorphic Embedding Task & Data Parallelism Hardware Architecture Static Domain Specific Opt.
  • 28.
  • 29.
  • 30.
  • 31. (Bare-Bones) Reflection in Java Want to know whether type A conforms to B? Write your own Java compiler! Why not add some meaningful operations? Need to write essential parts of a compiler (hard). Need to ensure that both compilers agree (almost impossible).
  • 32.
  • 33. Using Guice for Dependency Injection (Example by Jan Kriesten)
  • 34. ... plus some Boilerplate
  • 35. Dependency Injection in Scala Components are classes or traits Requirements are abstract values Wiring by implementing requirement values But what about cyclic dependencies?
  • 36. The Cake Pattern Requirements are types of this Components are traits Wiring by mixin composition
  • 37.
  • 38.
  • 39. Compiler Architecture reflect.internal.Universe nsc.Global (scalac) reflect.runtime.Mirror Problem: This exposes way too much detail!
  • 40.
  • 41. How to Make a Facade The Facade The Implementation Interfaces are not enough!
  • 42.
  • 43.

Editor's Notes

  1. This leads to our vision, applications driven by a set of interoperable DSLs. We are developing DSLs to provide evidence as to their effectiveness in extracting parallel performance. But we are also very interested in empowering other to easily build such DSLs, so we are investing heavily in developing frameworks and runtimes to make parallel DSL development easier. And the goal is to run single source programs on a variety of very different hardware targets.
  2. Liszt is another language we have implemented. It is designed to support the creation of solvers for mesh-based partial differential equations. Problems in this domain typically simulate complex physical systems such as fluid flow or mechanics by breaking up space into discrete cells. A typical mesh may contain hundreds of millions of these cells (here we are visualizing a scram-jet designed to work at hypersonic speeds). Liszt is an ideal candidate for a DSL because while the problems are large and highly parallel, the mesh introduces many data-dependencies that are difficult to reason about, making writing solvers tedious.