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架构设计学习资料汇总

架构设计学习资料汇总

作者: DeepNoMind | 来源:发表于2022-04-05 12:39 被阅读0次

    Medium上的这篇文章介绍了作者学习系统架构的一些在线资源,可以帮助架构设计的初学者尽快了解架构的基本设计原则,了解常见场景的设计方案。原文:System Architecture — System Design Materials[1]

    子曰:“工欲善其事必先利其器”。

    今天通过这篇文章跟大家分享一些系统架构设计方面的学习资料,让我们一起成长。

    System Design Tips and Introduction (中文, Youtube)[2]
    The System Design Primer (中文/英文, Github)[3]
    Intro to Architecture and Systems Design Interviews (英文, Youtube)[4]
    Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems (中文版《数据密集型应用系统设计》, Book)[5][6]
    system design interview questions (英文, Github)[7]
    System Design Interview – Step By Step Guide (英文, Youtube)[8]
    Distributed Systems (英文, Book)[9]
    Distributed systems for fun and profit (英文, Book)[10]
    6.824: Distributed Systems (英文, Course)[11]
    Concurrent and Distributed Systems (英文, Course)[12]
    15-440: Distributed Systems Syllabus (英文, Course)[13]
    CS244b: Distributed Systems (英文, Course)[14]
    CSE 490H: Distributed Systems (英文, Course)[15]
    Apache Hadoop (Open source, Github)[16]
    SeaweedFS (Open source, Github)[17]
    MinIO (Open source, Github)[18]
    TiDB (Open source, Github)[19]
    etcd (Open source, Github)[20]
    Apache ZooKeeper (Open source, Github)[21]
    Apache Spark (Open source, Github)[22]
    Apache Flink (Open source, Github)[23]
    Ray (Open source, Github)[24]
    Notes on Distributed Systems for Young Bloods (英文, Blog)[25]
    Distributed systems theory for the distributed systems engineer (英文, Blog)[26]
    分布式系统 (中文, Blog)[27]
    Distributed Systems Reading Group (英文, Paper)[28]
    awesome-distributed-systems (英文, Github)[29]
    Grokking the System Design Interview (英文, Course)[30]
    Tech Dummies Narendra L (英文, Youtube)[31]
    Design video sharing platform (英文, Blog)[32]
    System Design Basics (英文, Youtube)[33]
    code karle (英文, Youtube)[34]
    System Design Introduction For Interview (英文, Youtube)[35]
    Distributed Systems (英文, Youtube)[36]
    System Design (中文, Gitbook)[37]
    CS6213 Special Topics in Distributed Computing (英文, Course)[38]


    分布式系统
    1. 基本问题: 时间问题,一致性问题,容错技术,共识算法,并发控制
    2. 基本定理: CAP, PACELC, FLP

    CAP theorem (英文, Wikipedia)[39]
    PACELC theorem (英文, Wikipedia)[40]
    Consensus (英文, Wikipedia)[41]

    1. 生产系统: MapReduce, Spark, GFS, Dynamo和Cosmos

    MapReduce (英文, Wikipedia)[42]
    Apache Spark (英文, Wikipedia)[43]
    Google File System (英文, Wikipedia)[44]
    Dynamo (英文, Wikipedia)[45]
    Cosmos (英文, Wikipedia)[46]


    系统架构设计需要考虑的问题
    1. 可靠性(Reliable)
    2. 可扩展性(Scalable)
    3. 可维护性(Maintainable)
    4. 存储与检索(Storage and Retrieval)
    5. 冗余备份(Redundancy/Replication)
    6. 分片分区(Fragmentation/Partition)
    7. 事务(Transactions)
    8. 一致性(Consistency)
    9. 共识(Consensus)
    10. 批处理/流处理(Batch processing/stream processing)

    如何准备系统设计面试
    1. 找相关的博客学习
    2. 坦率的说,面试不会问得非常深入,不过如果有机会解释清楚,就能给面试官留下更好的印象
    3. 试着设计一些东西,写下功能性/非功能性的需求,画出设计图、数据流、流程流,并考虑商业模型从而帮助系统盈利,并考虑如何各个组件如果崩溃需要如何处理。
    4. 明确设计的取舍
    5. 保持自信
    6. 不要试图炫耀,你可能只是了解了某一方面,但其他方面你并不了解。
    7. 注意观察面试官,如果发现面试官对这部分不感兴趣,就不要花太多时间。
    8. 不要轻易放弃自己的意见,面试官质疑候选人是常规操作。不要因为面试官的挑战、质疑就觉得自己错了。

    References:
    [1] System Architecture — System Design Materials: https://jinlow.medium.com/system-architecture-system-design-materials-52705af6c155
    [2] System Design Tips and Introduction: https://youtu.be/th_73AVA4dY?list=PLAd5bt5mn3V3TrrJFBpnu4PH9e8KZMvNA
    [3] The System Design Primer: https://github.com/donnemartin/system-design-primer
    [4] Intro to Architecture and Systems Design Interviews: https://youtu.be/ZgdS0EUmn70
    [5] Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems: https://www.amazon.com/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321
    [6] 数据密集型应用系统设计: https://book.douban.com/subject/30329536/
    [7] system design interview questions: https://github.com/jaychsu/FreemanZhang-system-design
    [8] System Design Interview – Step By Step Guide: https://youtu.be/bUHFg8CZFws
    [9] Distributed Systems: https://www.distributed-systems.net/index.php/books/ds3/
    [10] Distributed systems for fun and profit: http://book.mixu.net/distsys/index.html
    [11] 6.824: Distributed Systems: https://pdos.csail.mit.edu/6.824/schedule.html
    [12] Concurrent and Distributed Systems: https://www.cl.cam.ac.uk/teaching/2021/ConcDisSys/materials.html
    [13] 15-440: Distributed Systems Syllabus: https://www.cs.cmu.edu/~dga/15-440/S14/syllabus.html
    [14] CS244b: Distributed Systems: http://www.scs.stanford.edu/20sp-cs244b/
    [15] CSE 490H: Distributed Systems: https://courses.cs.washington.edu/courses/cse490h/11wi/
    [16] Apache Hadoop: https://github.com/apache/hadoop
    [17] SeaweedFS: https://github.com/chrislusf/seaweedfs
    [18] MinIO: https://github.com/minio/minio
    [19] TiDB: https://github.com/pingcap/tidb
    [20] etcd: https://github.com/etcd-io/etcd
    [21] Apache ZooKeeper: https://github.com/apache/zookeeper
    [22] Apache Spark: https://github.com/apache/spark
    [23] Apache Flink: https://github.com/apache/flink
    [24] Ray: https://github.com/ray-project/ray
    [25] Notes on Distributed Systems for Young Bloods: https://www.somethingsimilar.com/2013/01/14/notes-on-distributed-systems-for-young-bloods/
    [26] Distributed systems theory for the distributed systems engineer: https://www.the-paper-trail.org/post/2014-08-09-distributed-systems-theory-for-the-distributed-systems-engineer/
    [27] 分布式系统: https://www.qtmuniao.com/categories/%E5%88%86%E5%B8%83%E5%BC%8F%E7%B3%BB%E7%BB%9F/
    [28] Distributed Systems Reading Group: http://dsrg.pdos.csail.mit.edu/papers/
    [29] awesome-distributed-systems: https://github.com/theanalyst/awesome-distributed-systems
    [30] Grokking the System Design Interview: https://www.educative.io/courses/grokking-the-system-design-interview?affiliate_id=5749180081373184
    [31] Tech Dummies Narendra L: https://www.youtube.com/channel/UCn1XnDWhsLS5URXTi5wtFTA
    [32] Design video sharing platform: https://leetcode.com/discuss/interview-question/system-design/496042/Design-video-sharing-platform-like-Youtube
    [33] System Design Basics: https://youtu.be/xpDnVSmNFX0?list=PLMCXHnjXnTnvo6alSjVkgxV-VH6EPyvoX
    [34] code karle: https://www.youtube.com/channel/UCZEfiXy7PmtVTezYUvc4zZw
    [35] System Design Introduction For Interview: https://youtu.be/UzLMhqg3_Wc?list=PLrmLmBdmIlps7GJJWW9I7N0P0rB0C3eY2
    [36] Distributed Systems: https://youtu.be/UEAMfLPZZhE?list=PLeKd45zvjcDFUEv_ohr_HdUFe97RItdiB
    [37] System Design: https://xunhuanfengliuxiang.gitbooks.io/system-desing/content/
    [38] CS6213 Special Topics in Distributed Computing: https://ilyasergey.net/CS6213/index.html
    [39] CAP theorem: https://en.wikipedia.org/wiki/CAP_theorem
    [40] PACELC theorem: https://en.wikipedia.org/wiki/PACELC_theorem
    [41] Consensus: https://en.wikipedia.org/wiki/Consensus_%28computer_science%29
    [42] MapReduce: https://en.wikipedia.org/wiki/MapReduce
    [43] Apache Spark: https://en.wikipedia.org/wiki/Apache_Spark
    [44] Google File System: https://en.wikipedia.org/wiki/Google_File_System
    [45] Dynamo: https://en.wikipedia.org/wiki/Dynamo_%28storage_system%29
    [46] Cosmos: https://en.wikipedia.org/wiki/Cosmos_%28operating_system%29

    你好,我是俞凡,在Motorola做过研发,现在在Mavenir做技术工作,对通信、网络、后端架构、云原生、DevOps、CICD、区块链、AI等技术始终保持着浓厚的兴趣,平时喜欢阅读、思考,相信持续学习、终身成长,欢迎一起交流学习。
    微信公众号:DeepNoMind

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