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Table of Contents
What is sequential stream?
What is parallel stream?
The difference between sequential flow and parallel flow
Conclusion
Sequential and Parallel Stream FAQ
1. Which stream has nothing to do with the platform?
2. Which stream is more prone to errors?
3. When does iteration need to wait in sequential and parallel streams?
4. Which streams maintain order during execution?
5. Which stream performs faster?
Home Java javaTutorial Difference between Parallel and Sequential Streams in Java

Difference between Parallel and Sequential Streams in Java

Feb 07, 2025 am 11:53 AM
java

Difference between Parallel and Sequential Streams in Java

Java 8 introduces Stream, located in the java.util.stream package. Stream is a sequence of objects, similar to an array or collection, and supports a variety of methods and aggregation operations, including filtering, mapping, reduction, limiting, matching, and finding. . These operations do not modify the original data source, but create a new Stream for processing. Streams are mainly divided into two types: Sequential Stream and Parallel Stream. This article will focus on the differences between the two.

What is sequential stream?

Sequential streams use a single thread to process data in the pipeline. Objects in the sequential stream are located in the same processing system and arranged in order, so they are not processed using a multi-core system.

What is parallel stream?

Parallel streams utilize multi-core processors to improve program performance. The code is divided into multiple streams through a parallel stream method that are executed in parallel on different kernels. The final results are displayed after merge. Since the execution is not controlled by the developer, the results may be disordered. Parallel flows can be used in the following ways:

    The
  • Collection interface contains the parallelStream() method to create parallel streams.
  • The
  • BaseStream interface contains the parallel() method that can be used to convert sequential streams into parallel streams.

The difference between sequential flow and parallel flow

The following table summarizes the main differences between sequential streams and parallel streams in Java:

順序流 并行流
在計(jì)算機(jī)的單個(gè)內(nèi)核上執(zhí)行。 在計(jì)算機(jī)的多個(gè)內(nèi)核上執(zhí)行。
性能較慢。 性能較快。
執(zhí)行過(guò)程中保持順序。 執(zhí)行過(guò)程中不保證順序。
一次只能進(jìn)行單個(gè)迭代。 由于在多個(gè)內(nèi)核上執(zhí)行,可以進(jìn)行多個(gè)迭代。
每個(gè)迭代必須等待前一個(gè)迭代完成才能執(zhí)行。 如果所有內(nèi)核都繁忙,則流必須等待;否則,它們將同時(shí)執(zhí)行而無(wú)需等待。
出錯(cuò)概率較低。 出錯(cuò)概率較高。
與平臺(tái)無(wú)關(guān)。 依賴(lài)于平臺(tái)。

Conclusion

Stream in Java is mainly divided into sequential streams and parallel streams. Sequential streams perform objects in sequence, with orderly results, executed using a single kernel of the computer, slow performance, but not platform-related. Parallel streams are executed using multiple cores of the computer, and the performance is fast, but the result is out of order.

Sequential and Parallel Stream FAQ

1. Which stream has nothing to do with the platform?

Sequential streaming is platform-related, as it only uses a single kernel to execute code. Parallel streams use multiple kernels to execute code, so they depend on the platform.

2. Which stream is more prone to errors?

Parallel streams are more error-prone because they run on multiple cores of the computer and the results are out of order. The probability of sequential streaming errors is lower because it only uses a single kernel to execute code.

3. When does iteration need to wait in sequential and parallel streams?

In sequential streams, only one iteration can be performed at a time. The next iteration must wait for the current iteration to complete. In parallel streams, iterations work simultaneously on different kernels. If all kernels are busy, the iteration must wait.

4. Which streams maintain order during execution?

Sequential streams remain in sequence during execution, because it only uses one kernel, and each iteration must wait for the current iteration to complete execution.

5. Which stream performs faster?

Parallel streaming performs faster because it executes using multiple cores. Sequential streams use only one core, so performance is slower.

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