Difference between Parallel and Sequential Streams in Java
Feb 07, 2025 am 11:53 AMJava 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 theparallelStream()
method to create parallel streams.
The -
BaseStream
interface contains theparallel()
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)行過程中保持順序。 | 執(zhí)行過程中不保證順序。 |
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)行而無需等待。 |
出錯(cuò)概率較低。 | 出錯(cuò)概率較高。 |
與平臺(tái)無關(guān)。 | 依賴于平臺(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.
The above is the detailed content of Difference between Parallel and Sequential Streams in Java. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics

There are three common methods to traverse Map in Java: 1. Use entrySet to obtain keys and values at the same time, which is suitable for most scenarios; 2. Use keySet or values to traverse keys or values respectively; 3. Use Java8's forEach to simplify the code structure. entrySet returns a Set set containing all key-value pairs, and each loop gets the Map.Entry object, suitable for frequent access to keys and values; if only keys or values are required, you can call keySet() or values() respectively, or you can get the value through map.get(key) when traversing the keys; Java 8 can use forEach((key,value)->

In Java, Comparable is used to define default sorting rules internally, and Comparator is used to define multiple sorting logic externally. 1.Comparable is an interface implemented by the class itself. It defines the natural order by rewriting the compareTo() method. It is suitable for classes with fixed and most commonly used sorting methods, such as String or Integer. 2. Comparator is an externally defined functional interface, implemented through the compare() method, suitable for situations where multiple sorting methods are required for the same class, the class source code cannot be modified, or the sorting logic is often changed. The difference between the two is that Comparable can only define a sorting logic and needs to modify the class itself, while Compar

To deal with character encoding problems in Java, the key is to clearly specify the encoding used at each step. 1. Always specify encoding when reading and writing text, use InputStreamReader and OutputStreamWriter and pass in an explicit character set to avoid relying on system default encoding. 2. Make sure both ends are consistent when processing strings on the network boundary, set the correct Content-Type header and explicitly specify the encoding with the library. 3. Use String.getBytes() and newString(byte[]) with caution, and always manually specify StandardCharsets.UTF_8 to avoid data corruption caused by platform differences. In short, by

std::chrono is used in C to process time, including obtaining the current time, measuring execution time, operation time point and duration, and formatting analysis time. 1. Use std::chrono::system_clock::now() to obtain the current time, which can be converted into a readable string, but the system clock may not be monotonous; 2. Use std::chrono::steady_clock to measure the execution time to ensure monotony, and convert it into milliseconds, seconds and other units through duration_cast; 3. Time point (time_point) and duration (duration) can be interoperable, but attention should be paid to unit compatibility and clock epoch (epoch)

HashMap implements key-value pair storage through hash tables in Java, and its core lies in quickly positioning data locations. 1. First use the hashCode() method of the key to generate a hash value and convert it into an array index through bit operations; 2. Different objects may generate the same hash value, resulting in conflicts. At this time, the node is mounted in the form of a linked list. After JDK8, the linked list is too long (default length 8) and it will be converted to a red and black tree to improve efficiency; 3. When using a custom class as a key, the equals() and hashCode() methods must be rewritten; 4. HashMap dynamically expands capacity. When the number of elements exceeds the capacity and multiplies by the load factor (default 0.75), expand and rehash; 5. HashMap is not thread-safe, and Concu should be used in multithreaded

JavaScript data types are divided into primitive types and reference types. Primitive types include string, number, boolean, null, undefined, and symbol. The values are immutable and copies are copied when assigning values, so they do not affect each other; reference types such as objects, arrays and functions store memory addresses, and variables pointing to the same object will affect each other. Typeof and instanceof can be used to determine types, but pay attention to the historical issues of typeofnull. Understanding these two types of differences can help write more stable and reliable code.

InJava,thestatickeywordmeansamemberbelongstotheclassitself,nottoinstances.Staticvariablesaresharedacrossallinstancesandaccessedwithoutobjectcreation,usefulforglobaltrackingorconstants.Staticmethodsoperateattheclasslevel,cannotaccessnon-staticmembers,

ReentrantLock provides more flexible thread control in Java than synchronized. 1. It supports non-blocking acquisition locks (tryLock()), lock acquisition with timeout (tryLock(longtimeout, TimeUnitunit)) and interruptible wait locks; 2. Allows fair locks to avoid thread hunger; 3. Supports multiple condition variables to achieve a more refined wait/notification mechanism; 4. Need to manually release the lock, unlock() must be called in finally blocks to avoid resource leakage; 5. It is suitable for scenarios that require advanced synchronization control, such as custom synchronization tools or complex concurrent structures, but synchro is still recommended for simple mutual exclusion requirements.
