TDC SP 2018 - Trilha Java - Computação Paralela

Em todos os projetos se fala de escalabilidade, e muitas as vezes a responsabilidade é deixada para o time de infraestrutura, contudo, mais máquinas nem sempre é a solução. Entenda quais os mecanismos que podem ser utilizados no seu software, saiba quando usar cada técnica!

Transcript

1. Globalcode – Open4education Trilha Java – Computação Paralela Parallel Computing Leonardo Piedade
2. Globalcode – Open4education Evolution of CPUs https://en.wikipedia.org/wiki/Moore's_law “The number of transistors doubles approximately every two years.” – Goordon Moore
3. Globalcode – Open4education In 2000… Intel predicted 10 GHz chips on desktop by 2011 https://www.zdnet.com/article/taking-chips-to-10ghz-and-beyond-5000096055/
4. Globalcode – Open4education More cores, not faster cores Transistors count Frequency wall Number of cores
5. Globalcode – Open4education Concurrent and Parallel Do something else while waiting for… Split a problem into smaller chunks and solve together…
6. Globalcode – Open4education Concurrent and Parallel
7. Globalcode – Open4education Amdahl’s Law https://en.wikipedia.org/wiki/Amdahl's_law How much can we accelerate?
8. Globalcode – Open4education So… What do we have? “If you want to exploit multiple cores with threads and locks, your only choice is to create a concurrent program and then run it on parallel hardware…” – Paul Butcher Globalcode – Open4education So… What do we have? “If you want to exploit multiple cores with threads and locks, your only choice is to create a concurrent program and then run it on parallel hardware…” – Paul Butcher
9. Globalcode – Open4education
10. Globalcode – Open4education Can Java help me? “Yes, we use threads…” Since Java 1.0 - 1996
11. Globalcode – Open4education Use cases… BigData Statistical Applications Crawler Scheduled Tasks Batch Processing Front-end Games Android Non-business Operations Logging Monitoring
12. Globalcode – Open4education Expectation Reality
13. Globalcode – Open4education “Don't do it, if you can avoid it.”
14. Globalcode – Open4education “Houston we have a problem.”
15. Globalcode – Open4education Race Condition https://gist.github.com/lpiedade /71cfba828625b66fcf15b1c7e2 cdaf23
16. Globalcode – Open4education Concurrent API – Java 5 [2004] Atomic Explicit Locks Synchronizers Latches Semaphore Barrier Future Executor ThreadPool Doug Lea, professor at State University of New York
17. Globalcode – Open4education Liveness failure Deadlock Starvation Poor Responsiveness Livelock
18. Globalcode – Open4education Concurrent API – Java 7 [2011] Phaser ForkJoinPool RecursiveAction and RecursiveTask
19. Globalcode – Open4education Thread Pool ThreadPoolExecutor was designed for extension…
20. Globalcode – Open4education Fork/Join Pool
21. Globalcode – Open4education
22. Globalcode – Open4education Concurrent API Java 8 [2014] CompletableFuture But before… Streams
23. Globalcode – Open4education Streams
24. Globalcode – Open4education Parallel Streams
25. Globalcode – Open4education Sequential and Parallel Streams https://docs.oracle.com/javase/tutorial/collections/streams/examples/ParallelismExamples.java
26. Globalcode – Open4education “Measure, don’t guess.”
27. Globalcode – Open4education
28. Globalcode – Open4education Future
29. Globalcode – Open4education Future
30. Globalcode – Open4education Future
31. Globalcode – Open4education CompletableFuture
32. Globalcode – Open4education CompletableFuture
33. Globalcode – Open4education Concurrent API – Java 9 [2017] Flow API http://javasampleapproach.com/java/java-9-flow-submissionpublisher-concrete-publisher Publish-Subscribe Pattern with Flow Control Single basic (helper) implementation available in JDK: SubmissionPublisher
34. Globalcode – Open4education Our Concurrent Past; Our Distributed Future
35. Globalcode – Open4education
36. Globalcode – Open4education Reactive Manifesto https://www.reactivemanifesto.org/
37. Globalcode – Open4education Reactive Streams The purpose of Reactive Streams (.ORG) is to provide a standard for asynchronous stream processing with non- blocking backpressure Reactive Systems: – process a potentially unbounded number of elements – in sequence, – asynchronously passing elements between components, – with mandatory non-blocking back-pressure. http://www.reactive-streams.org/
38. Globalcode – Open4education
39. Globalcode – Open4education Akka Actor Model Back-pressure using dynamic Push/Pull It uses ForkJoinPool Prefer immutable messages
40. Globalcode – Open4education Akka - Actor Aspects: • Mailbox • State (FSM) • Behavior
41. Globalcode – Open4education
42. Globalcode – Open4education
43. Globalcode – Open4education “Programming clouds of machines will become as easy as multi-core.” – Joe Duffy
44. Globalcode – Open4education Some books…
45. Globalcode – Open4education …and other books
46. Globalcode – Open4education Go further Java EE Concurrency Utilities Keyword volatile Class sun.misc.Unsafe Concurrency Random Numbers Java Memory Model Blocking Queues OpenJDK – Project Loom Thread Leak Fibers MapReduce Lock Contention CSP – Communication Sequential Processes Antipattern Double-checked-locking STM – Software Transactional Memory Pattern LMAX / Disruptor Parallel Universe - Quasar
47. linkedin.com/in/leoap github.com/lpiedade leoabrahao@gmail.com