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How to achieve high concurrency and high availability system design in Java

王林
王林Original
2023-10-09 21:41:121393browse

How to achieve high concurrency and high availability system design in Java

How to achieve high concurrency and high availability system design in Java

In today's Internet era, high concurrency and high availability are very important for a system characteristics. Especially when millions of users access the system at the same time, how to design a system that can support both high concurrency and high availability becomes an important challenge. This article will introduce how to achieve high concurrency and high availability system design in Java, and provide some specific code examples.

1. Design principles

  1. High cohesion and low coupling: dependencies between modules should be minimized, and interfaces should be used to isolate dependencies between modules and reduce coupling between modules.
  2. Distributed architecture: Split a system into multiple independent services, communicate through the network, and achieve horizontal expansion and load balancing.
  3. Database design: Use the method of sub-database and sub-table to split a large table into multiple small tables to improve the concurrent processing capability of the database.
  4. Cache design: Reduce database access pressure and improve system throughput by using cache.

2. High concurrency implementation

  1. Thread pool: Using the thread pool can reuse threads and avoid the overhead of frequently creating and destroying threads. You can prevent system resources from being exhausted by limiting the number of threads.
ExecutorService executorService = Executors.newFixedThreadPool(100); // 创建一个固定大小的线程池
executorService.execute(task); // 提交任务到线程池
  1. Asynchronous processing: Convert some time-consuming operations to asynchronous processing, and use Future mode to obtain asynchronous results.
ExecutorService executorService = Executors.newFixedThreadPool(100);
Future<String> future = executorService.submit(() -> {
    // 耗时操作
    return result;
});
String result = future.get(); // 获取异步结果
  1. Lock mechanism: Use locks to control access to shared resources and ensure data consistency and integrity.
Lock lock = new ReentrantLock();
lock.lock(); // 获取锁
try {
    // 临界区代码
} finally {
    lock.unlock(); // 释放锁
}
  1. Lock-free programming: Use lock-free technologies such as atomic classes and CAS algorithms to achieve concurrent access to data.
AtomicInteger atomicInteger = new AtomicInteger();
atomicInteger.incrementAndGet(); // 原子递增操作

3. High availability implementation

  1. Service splitting: Split a system into multiple independent services, and distribute requests to different services through load balancing On the instance, horizontal expansion and high availability are achieved.
  2. Heartbeat detection: Detect the health status of the service by sending heartbeat packets regularly. When the service goes down, switch to the backup service in time.
ScheduledExecutorService scheduledExecutorService = Executors.newSingleThreadScheduledExecutor();
scheduledExecutorService.scheduleWithFixedDelay(() -> {
    // 心跳检测逻辑
}, 0, 1, TimeUnit.SECONDS); // 每秒发送一次心跳包
  1. Impotent design: For operations that may be performed repeatedly, ensure their idempotence, that is, the results of multiple operations are the same as the results of one operation.
  2. Distributed transactions: Use mechanisms such as message queues to implement distributed transactions to ensure data consistency in the event of errors.

Summary:

To achieve high concurrency and high availability system design in Java, many aspects need to be considered, including the use of thread pools, asynchronous processing mechanisms, lock mechanisms, and lock-free programming. wait. At the same time, reasonable service splitting and technologies such as heartbeat detection, idempotent design, and distributed transactions are also key factors in achieving high availability. We hope that the code examples provided in this article can help readers better understand and practice high concurrency and high availability system design. Through reasonable design and implementation, we can build a more stable and reliable system and provide users with better services.

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