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Cache multi-threading in Java caching technology

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2023-06-19 18:06:101246browse

Caching technology is an indispensable component in modern application development, which can effectively improve application performance and response speed. Caching multi-threading is an important concept in Java caching technology, and this article will discuss it.

1. The role of cache

In most applications, cache plays an irreplaceable role. It can store frequently used data into memory, thereby saving time reading disk or network data and improving application performance and response speed. In addition, caching can also reduce the resources required for data processing and reduce the load on the server.

2. How to implement Java caching technology

In the Java programming language, there are many ways to implement caching, such as using Java's own HashMap or ConcurrentHashMap, or using third-party caching. Frameworks such as Ehcache, Guava, etc.

Take Ehcache as an example. It has the following characteristics:

  1. Supports cache setting expiration time: cache items will be automatically deleted when the cache reaches the preset time.
  2. Support caching strategy: The elimination strategy of cache items usually includes time, size and access level.
  3. Support cache persistence: cache items can be stored in media such as hard drives so that cache data can be reloaded after the application is restarted.
  4. Support distributed cache: Ehcache's distributed cache can maintain the same cache through multiple servers, thereby alleviating the pressure on single-node cache.
  5. Supports multiple cache data sources: In addition to supporting JVM memory cache, Ehcache can also connect to other data sources, such as RDBMS, Hadoop, etc.

3. The concept of cache multi-thread processing

In highly concurrent applications, the cache usually faces access to "hotspot" data, so multiple threads will appear simultaneously. When accessing the same piece of data, cache multi-threading emerged to solve this problem.

Specifically, cache multi-threading can achieve the following functions:

  1. Solve the cache penetration problem: that is, when the data cannot be hit in the cache, the application will directly access the database. This results in a large number of requests hitting the database at the same time. To avoid this problem, solutions such as Bloom filters can be employed.
  2. Solve the cache avalanche problem: that is, when the cache fails or a problem occurs unexpectedly, large-scale cache failures occur. In order to prevent this from happening, methods such as cache preheating and cluster deployment can be used.
  3. Solve the cache concurrency problem: that is, in high concurrency scenarios, multiple threads access the same data at the same time. In order to avoid this problem, you can use local locks or distributed locks.

4. Implementation methods of cached multi-thread processing

Cache multi-thread processing can use the following methods:

  1. Use the lock mechanism in the Java concurrent package : Implement local lock protection cache through ReentrantLock or synchronized. However, this method is suitable for single-node caching and cannot solve the problem of distributed caching.
  2. Use distributed lock mechanism: Use distributed lock implementation methods such as Zookeeper or Redis to implement the lock mechanism of distributed cache.
  3. Use the distributed lock mechanism provided by the cache framework: such as the Ehcache distributed lock mechanism, which can implement the lock mechanism of multi-node cache.

5. Summary

Cache multi-threading is an important concept in Java cache technology. It can avoid the problem of multiple threads accessing the same data at the same time under high concurrency conditions. question. There are many methods to implement cache multi-thread processing, such as using the lock mechanism in the Java concurrency package, the distributed lock mechanism, etc., but the best method is to use the distributed lock mechanism provided by the cache framework, because this method can support multiple The lock mechanism of node cache has high scalability and compatibility.

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