note-Effective Unit Testing by Eliotte Rusty Harold

本文深入探讨了单元测试的重要性和最佳实践,强调了每个测试只针对单一功能,避免条件逻辑,确保测试独立且可重复。文章提供了如何编写清晰、快速、无副作用的测试案例指导,以及如何避免测试的不确定性,如时间依赖、网络可用性等。

/**

  • https://www.youtube.com/watch?v=fr1E9aVnBxw
  • Verify that a know, fixed input produces a known, fixed output
  • If it’s a deterministic answer, write a characterization test.
  • If the problem is fuzzy or not perfectly defined, test a similar problem with less fuzzy answers.
  • Eliminate everything that makes input or output unclear or contingent.
  • Never generate random input. Always use fixed values.
  • Don’t use named constants from the model code. They may be wrong or change. Prefer literal strings and numbers.
  • Don’t access the network and preferably not the file system.
  • Control time, the speed of light, or the gravitational constant of the universe.
  • Write Your Tests First!
  • It’s not just about testing; it’s about software development
  • Test first development creates better API because you start with the user, not the used.
  • Test first hides implementation and avoids exposing internal implementation details. It avoids brittle, tightly coupled tests.
  • Why Unit Tests?
  • Unit measn One, Each test tests exactly one thing.
  • Each test method is one test
  • Best practice: one assert per test method
  • Share setup in a fixture, not the same method
  • You can have multiple test classes per model class. Do not feel compelled to stuff all your tests for Foo into FooTest.
  • Unit also means Independent
  • Tests can and do dun in any order
  • Tests can and do run in parallel in multiple threads.
  • Tests should not interfere with each other
  • Tests and Thread Safety
  • Don’t use synchronization, semaphores, or special data structures.
  • Do not share data between tests:
  • Do not use non-constant static fields in your tests.
  • Be wary of global state in the model code under test.
  • Best practice: one assert per test method.
  • Share setup in a fixture, not the same method.
  • The Two Least Known Facts of Unit Testing
    1. Tests do not share instance data.
    1. You can have many test classes per model class
  • Speed
  • A single test should run in a second or less.
  • A complete suite should run in a minute or less
  • Separate larger tests into additional suites
  • This is for ease of development.
  • Fail fast. Fun slowest tests last.
  • Passing tests should produce no output
  • Failing tests should produce clear output
  • Rotate your test data.
  • Don’t use the same data in every test.
  • E.G. don’ts set all ints you test to 3. Use 3,33,1117,-98,etc.
  • This makes it much easier to see immediately which test is failing and why.
  • Flakiness
  • Work really, really hard to avoid
  • Sources of flakiness:
  • Time dependence
  • Network availability
  • Explicit Randomness
  • Multithreading
  • System Skew
  • Undefined behaviour
  • Floating point roundoff
  • Integer width
  • Default character set
  • etc.
  • Avoid Conditional Logic in Tests
  • Debugging
  • Write a failing test before you fix the bug
  • If the test passes, the bug isn’t what you think it is.
  • Refactoring
  • Break the code before you refactor it
  • Do the tests fail?
  • Check your code coverage
  • If necessary, write additional tests before doing unsafe refactorings.
  • Development Practices
  • Use continuous integration(e.g. Travis).
  • Use a submit queue
  • Never, ever allow a check in with a failing test.
  • If it does happen, rollback first; ask questions later.
  • A red test blocks all merges. No further check ins until the build is green.
  • Final Thoughts
  • Write your test first.
  • Make all tests unambiguous and reproducible.
    */
基于可靠性评估序贯蒙特卡洛模拟法的配电网可靠性评估研究(Matlab代码实现)内容概要:本文围绕“基于可靠性评估序贯蒙特卡洛模拟法的配电网可靠性评估研究”,介绍了利用Matlab代码实现配电网可靠性的仿真分析方法。重点采用序贯蒙特卡洛模拟法对配电网进行长时间段的状态抽样与统计,通过模拟系统元件的故障与修复过程,评估配电网的关键可靠性指标,如系统停电频率、停电持续时间、负荷点可靠性等。该方法能够有效处理复杂网络结构与设备时序特性,提升评估精度,适用于含分布式电源、电动汽车等新型负荷接入的现代配电网。文中提供了完整的Matlab实现代码与案例分析,便于复现和扩展应用。; 适合人群:具备电力系统基础知识和Matlab编程能力的高校研究生、科研人员及电力行业技术人员,尤其适合从事配电网规划、运行与可靠性分析相关工作的人员; 使用场景及目标:①掌握序贯蒙特卡洛模拟法在电力系统可靠性评估中的基本原理与实现流程;②学习如何通过Matlab构建配电网仿真模型并进行状态转移模拟;③应用于含新能源接入的复杂配电网可靠性定量评估与优化设计; 阅读建议:建议结合文中提供的Matlab代码逐段调试运行,理解状态抽样、故障判断、修复逻辑及指标统计的具体实现方式,同时可扩展至不同网络结构或加入更多不确定性因素进行深化研究。
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