Unit Test and Integration Test
Unit Test and Integration Test
Background
It is the first time that I try to write an article in English.
In the past, I didn’t write test code. Just thinking QA is responsible for testing.
As a developer, I don’t need to care about tests.
Although I know tests are essential, I can’t be aware of their importance.
After I joined my current team, it is required for developers to write tests.
So I have to write tests code.
After 8 months, I realize that tests are critical. I need to enforce my ability of testing.
therefore, I recently read a book Vladimir Khorikov - Unit Testing Principles Practices and Patterns
.
Learned a lot of unit test and integration best practice and code design.
So I want to share some knowledge with you.
Test
There are two kinds of tests.
- Unit Test
- Integration Test
- end to end test
Test Coverage
Do we need a 100% test coverage?
No. We don’t.
For trivial code, we can ignore that. Because they aren’t worth it.
We should focus on our business logic.
If a metric shows that there’s too little coverage in your code base—say, only 10%—
that’s a good indication that you are not testing enough.
But the reverse isn’t true:
even 100% coverage isn’t a guarantee that you have a good-quality test suite. A test
suite that provides high coverage can still be of poor quality.
Unit Test
The goal of unit test is to enable sustainable project growth.
Just as all tests are not created equal, not all parts of your code base are worth the
same attention in terms of unit testing.
Unit test should test a unit of behavior rather than code.
The four pillars of a good unit test
- Protection against regressions
- Resistance to refactoring
- Fast feedback
- Maintainability
Protection against regressions
The more features you develop, the more chances there are that you’ll break one of those features with a new release.
Sometimes We don’t awake that the new release will break one existing feature. Even with QA regression test, it also happens many times.
If we have a good automation test, can reduce these situations.
So good tests should protect against regressions.
To maximize the metric of protection against regressions, the test needs to aim at exercising as much code as possible.
Resistance to refactoring
Resistance to refactoring — the degree to which a test can sustain a refactoring of the underlying application code without turning red (failing).
This attribute can give us confidence to refactor.
How can we do?
We shouldn’t test the details of code. We should test the observable behavior.
Aim at the end result instead of implementation details
There is a example:
# we shouldn't care what's detail that we get from the data
test "get user by id" doassert "select * from users where id = 1" == User.get(1).to_sql
end# we just need to verify the data
test "get user by id" doassert User.get(1).name == "Steven"assert User.get(1).id == 1
end
Fast feedback
Fast feedback brings a excellent experience.
Picture the situation, we run a test, it takes 1 minute to show you result.
I can’t stand it.
Our project has hundreds of thousands of code. Run slowly and waste my time to wait for result.
How to run faster?
With less communications of out of process.
Async and parallel execution.
Maintainability
Using plain English as test titles.
Simple phrases in plain English do a much better job: they are more expressive
and don’t box you in a rigid naming structure. With simple phrases, you can describe
the system behavior in a way that’s meaningful to a customer or a domain expert.
how to write code to easy test
Split business logic and out of process communications (side effects).
def check doif User.admin? do:errorelse:ok end
enddef check_with_side_effect doif User.admin? do# side effectAuditLog.record():errorelse:ok end
end
With side effects, it is hard to compose code and hard to test.
Pure function is easiest to test.
Integration Test
Using integration tests to verify the behavior of the system as a whole.
Mock
Integration test verifies database, third-party api, mq and so on.
All out-of-process dependencies fall into two categories:
- Managed dependencies (out-of-process dependencies you have full control over)—These
dependencies are only accessible through your application; interactions with
them aren’t visible to the external world. A typical example is a database. External systems normally don’t access your database directly; they do that through
the API your application provides. - Unmanaged dependencies (out-of-process dependencies you don’t have full control over)—
Interactions with such dependencies are observable externally. Examples include
an SMTP server and a message bus: both produce side effects visible to other
applications.
For those out-of-process dependencies, we should mock unmanaged dependencies.
Roles of Test
- Trivial code: we shouldn’t test, it isn’t worth it.
- Domain model , algorithms: Unit test carefully test
- Controllers: Integration test, but doesn’t need to test all situation. Happy path and edge cases are enough.
- Overcomplicated code: We should reduce these code. Split it.
Test Pyramid
Recap
It simply summary Unit Testing.
Talk is cheap, we should write more code.
相关文章:

Unit Test and Integration Test
Unit Test and Integration Test Background It is the first time that I try to write an article in English. In the past, I didn’t write test code. Just thinking QA is responsible for testing. As a developer, I don’t need to care about tests. Although I …...

2022年全国职业院校技能大赛(中职组)网络安全竞赛试题(3)
目录 模块A 基础设施设置与安全加固 (本模块20分) 一、项目和任务描述: 假定你是某企业的网络安全工程师,对于企业的服务器系统,根据任务要求确保各服务正常运行,并通过综合运用用户安全管理与密码策略、…...

智慧城市应急指挥中心数字化及城市驾驶舱建设方案
目 录 第一章 项目概述 1.1 项目背景 1.2 项目范围 第二章 建设内容 2.1 三维可视化平台 2.1.1 多源数据接入 2.1.2 可视化编排 2.1.3 三维可视化编辑 2.1.4 空间数据可视化 2.1.5 集成框架支持 2.2 可视化场景定制开发 2.2.1 城市驾驶总舱 2.2.2 城市安全分舱 2.…...

HSCSEC 2023 个人练习
😋 大家好,我是YAy_17,是一枚爱好网安的小白。本人水平有限,欢迎各位大佬指点,欢迎关注😁,一起学习 💗 ,一起进步 ⭐ 。⭐ 此后如竟没有炬火,我便是唯一的光。…...

Android 基础知识4-2.7 RelativeLayout(相对布局)
一、RelativeLayout的概述 RelativeLayout(相对布局)是一种根据父容器和兄弟控件作为参照来确定控件位置的布局方式。在很多时候,线性布局还不能满足我们的需求,比如,我们在一行(列)上显示多个控…...

关于云计算,我们问了ChatGPT 10个问题
ChatGPT懂云计算吗?前些天,我们问了ChatGPT(非Plus收费版)一些问题。1. 什么是云计算?2. 云计算行业的护城河是什么?3. 什么是云原生?4. 微软Azure与亚马逊AWS的主要区别是什么?5. 为…...
Netty学习笔记1
Netty学习笔记(一) 在的互联网环境下,分布式系统大行其道,而分布式系统的根基在于网络编程,而 Netty 恰恰是 Java 领域网络编程的王者。如果要致力于开发高性能的服务器程序、高性能的客户端程序,必须掌握…...
RISK-V品牌的中国化历程(中)
目录 1.技术优势 出道即巅峰 2.生态布道 品牌根植中国 3.应用场景 加速品牌的商业化运作 生态布道 品牌根植中国 2015年成立非盈利组织RISC-V基金会,目前已吸引全球28个国家327家会员,包括英伟达、联发科、苹果、特斯拉、谷歌、高通、IBM、三星、麻省理…...

2023.02.19 学习周报
文章目录摘要文献阅读1.题目2.摘要3.介绍4.本文贡献5.方法5.1 Local Representation Learning5.2 Global Representation Learning5.3 Item Similarity Gating6.实验6.1 数据集6.2 结果7.结论深度学习1.对偶问题1.1 拉格朗日乘数法1.2 强对偶性2.SVM优化3.软间隔3.1 解决问题3.…...

枚举类的使用方法
一、理解枚举类型 枚举类型是Java 5中新增特性的一部分,它是一种特殊的数据类型,之所以特殊是因为它既是一种类(class)类型却又比类类型多了些特殊的约束,但是这些约束的存在也造就了枚举类型的简洁性、安全性以及便捷性。下面先来看看如何写…...

.NET3.5安装步骤及相关问题。
.NET3.5全称 Microsoft.NETFramework3.5 最新版本-.NET4.8 第一步打开控制面板 windows系统打开控制面板 选择程序 选择.NET3.5安装。 可能会出现问题。 解决方案: 报错代码80240438的常用解决办法: 方法一:检测windows update servic…...

联想M7268激光打印机开机红绿灯双闪报错不打印
故障现象: 一台联想M7268激光打印机开机后电源键、复印键一起双闪,电源键闪红灯、复印键闪绿灯; 检测维修: 根据闪灯故障判断如果无卡纸异常情况下可能是激光器故障,因为以前曾经维修过一台一模一样的机器故障基本相同,先打开机器吧,把硒鼓拿出来先看看有没有卡纸,进纸…...
产品经理知识体系:7.web和app产品需求设计
web和app产品需求设计 思考 笔记 web产品设计 一、交互设计 1.以用户为中心的设计:功能、体验、用户; 将产品功能转化成用户的体验,功能和体验的结合。 2.交互设计模式 交互逻辑 信息结构 信息内容 界面结构 导航设计 二、视觉设计 元素的…...
强化学习概述
一、Modelfree 和 Modelbased Modelfree:不需要理解环境 Modelbased:需要理解环境,并且为环境建立模型 Model-free 中, 机器人只能按部就班, 一步一步等待真实世界的反馈, 再根据反馈采取下一步行动. 而 model-based, 他能通过想象来预判断接…...

NO.1嵌入式入门笔记:常用命令记录
一、前言 Linux文件目录: Linux Shell: 它负责接收用户的输入,根据用户的输入找到其它程序并运行。比如我们输入“ls”并回车时,shell 程序找到“ls”程序并运行,把结果打印出来。Shell有多种实现,我们常用…...
Shell编程
typora-copy-images-to: pictures typora-root-url: pictures 文章目录typora-copy-images-to: pictures typora-root-url: pictures本节课程目标语法和选项语法和选项3. sort工具语法和选项5.tee工具6.diff工具语法和选项7. paste工具8. tr工具语法和选项小试牛刀二、bash的特…...

网络模型OSI
网络模型OSI定义模型分布数据封装、解封过程数据链路层1.LLC逻辑链路控制子层(Logic Link Control Sub Layer)2.MAC媒介访问控制子层(Medium Acess Control Sub Layer)CSMA/CARST-CST原理OSI定义 OSI:Open Systems Interconnection Reference Model,开放…...

RT-Thread初识学习-01
1. RT-Thread 简介 1.1 RT-Thread 是什么 据不完全统计,世界有成千上万个 RTOS(Real-time operating system,实时操作系统),RT-Thread 就是其中一个优秀的作品。 RT-Thread 内核的第一个版本是熊谱翔先生在 2006 年…...

二阶段提交事务的实现和缺点
背景 说起分布式事务,我们最绕不开的一个话题就是该不该使用分布式事务,而要理解为什么做出使用与否的决定,就必须要提到分布式事务中的最经典的实现:两阶段提交事务,本文我们就简答介绍下这个两阶段提交事务以及它的优缺点 技术…...

定点数的表示和运算
文章目录真值(有正负号)和机器数(0正1负)原码整数小数补码负数的补数正数的补数[y]~补~ > [-y]~补~反码小结移码移位运算加减法运算溢出判断真值(有正负号)和机器数(0正1负) 无符…...

Xshell远程连接Kali(默认 | 私钥)Note版
前言:xshell远程连接,私钥连接和常规默认连接 任务一 开启ssh服务 service ssh status //查看ssh服务状态 service ssh start //开启ssh服务 update-rc.d ssh enable //开启自启动ssh服务 任务二 修改配置文件 vi /etc/ssh/ssh_config //第一…...

【单片机期末】单片机系统设计
主要内容:系统状态机,系统时基,系统需求分析,系统构建,系统状态流图 一、题目要求 二、绘制系统状态流图 题目:根据上述描述绘制系统状态流图,注明状态转移条件及方向。 三、利用定时器产生时…...
实现弹窗随键盘上移居中
实现弹窗随键盘上移的核心思路 在Android中,可以通过监听键盘的显示和隐藏事件,动态调整弹窗的位置。关键点在于获取键盘高度,并计算剩余屏幕空间以重新定位弹窗。 // 在Activity或Fragment中设置键盘监听 val rootView findViewById<V…...

tree 树组件大数据卡顿问题优化
问题背景 项目中有用到树组件用来做文件目录,但是由于这个树组件的节点越来越多,导致页面在滚动这个树组件的时候浏览器就很容易卡死。这种问题基本上都是因为dom节点太多,导致的浏览器卡顿,这里很明显就需要用到虚拟列表的技术&…...

C++:多态机制详解
目录 一. 多态的概念 1.静态多态(编译时多态) 二.动态多态的定义及实现 1.多态的构成条件 2.虚函数 3.虚函数的重写/覆盖 4.虚函数重写的一些其他问题 1).协变 2).析构函数的重写 5.override 和 final关键字 1&#…...

解析奥地利 XARION激光超声检测系统:无膜光学麦克风 + 无耦合剂的技术协同优势及多元应用
在工业制造领域,无损检测(NDT)的精度与效率直接影响产品质量与生产安全。奥地利 XARION开发的激光超声精密检测系统,以非接触式光学麦克风技术为核心,打破传统检测瓶颈,为半导体、航空航天、汽车制造等行业提供了高灵敏…...

tauri项目,如何在rust端读取电脑环境变量
如果想在前端通过调用来获取环境变量的值,可以通过标准的依赖: std::env::var(name).ok() 想在前端通过调用来获取,可以写一个command函数: #[tauri::command] pub fn get_env_var(name: String) -> Result<String, Stri…...

ui框架-文件列表展示
ui框架-文件列表展示 介绍 UI框架的文件列表展示组件,可以展示文件夹,支持列表展示和图标展示模式。组件提供了丰富的功能和可配置选项,适用于文件管理、文件上传等场景。 功能特性 支持列表模式和网格模式的切换展示支持文件和文件夹的层…...
Java 与 MySQL 性能优化:MySQL 慢 SQL 诊断与分析方法详解
文章目录 一、开启慢查询日志,定位耗时SQL1.1 查看慢查询日志是否开启1.2 临时开启慢查询日志1.3 永久开启慢查询日志1.4 分析慢查询日志 二、使用EXPLAIN分析SQL执行计划2.1 EXPLAIN的基本使用2.2 EXPLAIN分析案例2.3 根据EXPLAIN结果优化SQL 三、使用SHOW PROFILE…...
鸿蒙HarmonyOS 5军旗小游戏实现指南
1. 项目概述 本军旗小游戏基于鸿蒙HarmonyOS 5开发,采用DevEco Studio实现,包含完整的游戏逻辑和UI界面。 2. 项目结构 /src/main/java/com/example/militarychess/├── MainAbilitySlice.java // 主界面├── GameView.java // 游戏核…...