Blog about software - ordep.dev 10月02日 20:52
精选计算机科学论文推荐
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本文推荐了一系列精选的计算机科学论文,这些论文涵盖了日志结构文件系统、B树索引结构、低成本索引技术、Kafka架构、ZooKeeper协调机制、单向函数、逻辑时钟、系统可用性、可靠性、并发对象正确性、分布式数据结构、状态一致性CRDT优化以及Erlang并发编程等主题。这些论文不仅具有学术价值,而且对于理解现代计算机系统设计和实现提供了宝贵的见解。

💡 文章涵盖了多种重要的计算机科学概念和技术,包括日志结构文件系统、B树索引结构、低成本索引技术、Kafka架构、ZooKeeper协调机制、单向函数、逻辑时钟、系统可用性、可靠性、并发对象正确性、分布式数据结构、状态一致性CRDT优化以及Erlang并发编程等。

💡 每篇论文都深入探讨了其主题,例如日志结构文件系统如何通过顺序写入磁盘来加速文件写入和崩溃恢复,B树索引结构的成功原因,以及Kafka的架构和设计原则。

💡 文章还提供了对分布式系统概念的详细描述,如ZooKeeper的无等待协调内核、Lamport-Diffie一次性签名、Merkle树等,以及Leslie Lamport的最具引用论文中提到的逻辑时钟和实时同步概念。

💡 论文探讨了提高系统可用性的策略,处理组件故障的可靠性,以及确保多线程环境中读写操作严格时间排序的并发对象正确性条件。

💡 文章还讨论了使分布式对象最终一致性的数据结构,无需副本之间协调的状态一致性CRDT优化,以及Erlang并发编程中的“让它崩溃”概念。

Following the tweet above, I’ve decided to do a thread dump of my favorite computer science papers.

This is not a you should read these papers kind of post, it’s a curated list of greatcomputer science papers that I’ve enjoyed reading and re-reading over the past years.

(I think you should read them as well!)

💡 You’ll learn about a technique called a log-structured file system thatwrites all modifications to disk sequentially, thereby speeding up both filewriting and crash recovery.

💡 You’ll learn about a disk-based index structure called B-Tree and itsdifferent variations. The paper does quite a good job of explaining whythey have been so successful over the years.

💡 You’ll continue to learn about low-cost indexing for a file experiencinga high rate of record inserts over an extended period. The paper also providesa nice comparison of LSM-tree and B-tree I/O costs.

💡 You’ll learn about log processing, Kafka’s architecture, and design principlesincluding producers, brokers, and consumers.

💡 You’ll learn about the ZooKeeper wait-free coordination kernel and a lot ofdistributed systems concepts that are nicely described in the paper.

💡 You’ll learn about one-way functions, the Lamport-Diffie one-time signature,and a new “tree-signature” also known as Merkle tree.

💡 Leslie Lamport’s most cited paper. You’ll learn about logical clocks,real-time synchronization, and concepts such as “total ordering” and “happened-before”.

💡 You’ll learn about strategies for improving a system’s overall availabilitywhile tolerating some kind of graceful degradation.

💡 You’ll learn about reliability in computer systems, whenever it has to copewith the failure of one or more of its components.

💡 You’ll learn about a strong correctness condition for concurrent objects thatguarantees a strict time ordering of read and write operations in a multi-threaded environment.

💡 You’ll learn about a data structure that makes the eventual consistency of adistributed object possible without coordination between replicas.

💡 You’ll learn about an optimization made to state-based CRDTs that ensure convergenceby disseminating only recently applied changes, instead of the entire (possibly large) state.

💡 You’ll learn about Erlang, concurrent programming, message passing, fault-tolerance,and the concept of “let it crash”.

Looking for more papers?

These are my favorites.

I might be missing a few papers, for sure.

You can still find a lot of curated papers for you to read at@papers_we_love,@intensivedata,and @therealdatabass.

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计算机科学 论文推荐 日志结构文件系统 B树 Kafka ZooKeeper 分布式系统 并发编程
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