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Cache automatic extraction in Java caching technology

Jun 21, 2023 pm 10:15 PM
caching technology java cache Caching automation

With the continuous development of computer technology, data processing has increasingly become an important issue. In the process of processing data, caching technology has always been a popular solution. The automatic cache extraction technology provides great convenience for a large number of applications.

Cache automatic fetch in Java cache technology is a technology that automatically determines whether the cache should be updated based on the cache hit rate. It automatically extracts and updates the content in the cache library by monitoring and counting cache hit rates. This technology uses Java's ConcurrentMap interface and some thread safety mechanisms provided in the class library concurrency package to significantly reduce the waiting time and lock waiting times for multi-thread access to the cache, improve the data reading speed and access efficiency, and shorten improves the response time of computer operations.

In automatic cache extraction technology, the most important thing is the monitoring and statistics of cache hit rate. When the cache hit rate is high, it means that the content in the cache is relatively fresh, which can greatly reduce the access time of data; conversely, when the cache hit rate is low, it means that the content in the cache is out of date and needs to be updated. In order to implement automatic cache extraction technology, we need to monitor the cache hit rate in real time, and update and recycle the content in the cache library according to the actual situation.

In Java, we can use ConcurrentHashMap to implement automatic cache extraction. ConcurrentHashMap is the most commonly used class for concurrent access to HashMap in Java. It adopts a lock-free method and supports multi-threaded safe access. The caching function is implemented by storing key-value pairs in ConcurrentHashMap, and the effect of automatic cache extraction is achieved through the expiration mechanism, regular refresh and cleaning strategies based on access time.

When using ConcurrentHashMap to implement the cache function, we can set a cache capacity and set a timeout. When the cache capacity is about to reach the limit, the older ones will be cached based on the least recently used (LRU) principle. Data or expired data is deleted to ensure the stability and reliability of the cache library. At the same time, when reading cached data, if it is found that the data in the cache has expired, the data will be deleted and reacquired, and the new data will be stored in the cache library.

In addition to ConcurrentHashMap, there are some other Java caching libraries, such as Google Guava Cache and Ehcache. They all provide efficient caching functions similar to ConcurrentHashMap, and also have excellent performance when implementing automatic cache extraction.

The application of automatic cache extraction technology has been widely used in various types of applications, such as websites, search engines, data mining and big data processing. It can not only improve the speed and efficiency of data access, but also help us better control the data stored in the cache library and reduce the invalid space occupied.

To sum up, automatic cache extraction in Java cache technology plays an extremely important role in improving data reading speed and access efficiency, and accelerating the response time of computer operations. By monitoring and counting cache hit rates, and updating and recycling data according to actual conditions, it can help us better manage and control the data in the cache library, and improve the performance and stability of applications.

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