Difference between java 8 streams and parallel streams

Consider the following program: import java.util.ArrayList; import java.util.List; public class Foo { public static void main(String… args) { List<Integer> list = new ArrayList<>(); for (int i = 0; i < 1000; i++) { list.add(i); } list.stream().forEach(System.out::println); } } You will notice that this program will output the numbers from 0 to 999 sequentially, in the … Read more

Threads & Processes Vs MultiThreading & Multi-Core/MultiProcessor : How they are mapped?

First, try to understand the concept of ‘process’ and ‘thread’. A thread is a basic unit for execution: a thread is scheduled by operating system and executed by CPU. A process is a sort of container that holds multiple threads. Yes, either multi-processing or multi-threading is for parallel processing. More precisely, to exploit thread-level parallelism. … Read more

What parallel programming model do you recommend today to take advantage of the manycore processors of tomorrow? [closed]

Multi-core programming may actually require more than one paradigm. Some current contenders are: MapReduce. This works well where a problem can be easily decomposed into parallel chunks. Nested Data Parallelism. This is similar to MapReduce, but actually supports recursive decomposition of a problem, even when the recursive chunks are of irregular size. Look for NDP … Read more