Java parallel stream not showing correct result | Wrong result when using parallel stream in java8

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Why Java parallel stream not showing correct result,Wrong result when using parallel stream.
Running in parallel may or may not be a benefit.
It depends what you are using this feature for.
Java 8 parallel streams may make your programs run faster. Or not. Or even slower.Thinking about streams as a way to achieve parallel processing at low cost will prevent developers to understand what is really happening. Streams are not directly linked to parallel processing.
Most of the above problems are based upon a misunderstanding: parallel processing is not the same thing as concurrent processing

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Parallel processes in parallel with threads, if your method is not thread safe issue will happen, either synchronise/use locks on calculate method or use AtomicInteger

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