Hands-on tutorial and definition of Property Based Testing: 🏁 see tutorial. Or directly try it online on our pre-configured CodeSandbox.
Property based testing frameworks check the truthfulness of properties. A property is a statement like: for all (x, y, ...) such that precondition(x, y, ...) holds predicate(x, y, ...) is true.
Install the module with: yarn add fast-check --dev
or npm install fast-check --save-dev
Example of integration in mocha:
import fc from 'fast-check'; // Code under test const contains = (text, pattern) => text.indexOf(pattern) >= 0; // Properties describe('properties', () => { // string text always contains itself it('should always contain itself', () => { fc.assert(fc.property(fc.string(), (text) => contains(text, text))); }); // string a + b + c always contains b, whatever the values of a, b and c it('should always contain its substrings', () => { fc.assert( fc.property(fc.string(), fc.string(), fc.string(), (a, b, c) => { // Alternatively: no return statement and direct usage of expect or assert return contains(a + b + c, b); }), ); }); });
In case of failure, the test raises a red flag. Its output should help you to diagnose what went wrong in your implementation. Example with a failing implementation of contain:
1) should always contain its substrings
Error: Property failed after 1 tests (seed: 1527422598337, path: 0:0): ["","",""]
Shrunk 1 time(s)
Got error: Property failed by returning false
Hint: Enable verbose mode in order to have the list of all failing values encountered during the run
Integration with other test frameworks: ava, jasmine, jest, mocha and tape.
More examples: simple examples, fuzzing and against various algorithms.
Useful documentations:
fast-check has initially been designed in an attempt to cope with limitations I encountered while using other property based testing frameworks designed for JavaScript:
map
method to derive existing arbitraries while keeping shrink [more] - some frameworks ask the user to provide both a->b and b->a mappings in order to keep a shrinkerchain
[more] - able to bind the output of an arbitrary as input of another one while keeping the shrink workingfc.pre(...)
[more] - filtering invalid entries can be done directly inside the check function if neededfc.gen()
[more] - generate random values within your predicatesfc.oneof
[more] - surprisingly some frameworks don'tFor more details, refer to the documentation in the links above.
fast-check has been trusted for years by big projects like: jest, jasmine, fp-ts, io-ts, ramda, js-yaml, query-string...
It also proved useful in finding bugs among major open source projects such as jest, query-string... and many others.
Here are the minimal requirements to use fast-check properly without any polyfills:
fast-check | node | ECMAScript version | TypeScript (optional) |
---|---|---|---|
3.x | ≥8<sup>(1)</sup> | ES2017 | ≥4.1<sup>(2)</sup> |
2.x | ≥8<sup>(1)</sup> | ES2017 | ≥3.2<sup>(3)</sup> |
1.x | ≥0.12<sup>(1)</sup> | ES3 | ≥3.0<sup>(3)</sup> |
bigint
-related ones - all the capabilities of fast-check should be usable given you use at least the minimal recommended version of node associated to your major of fast-check.@types/node
to be installed.@types/node
to be installed.Bindings to use fast-check in ReScript are available in package rescript-fast-check. They are maintained by @TheSpyder as an external project.
Thanks goes to these wonderful people (emoji key):
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --> <!-- prettier-ignore-start --> <!-- markdownlint-disable --> <table> <tbody> <tr> <td align="center" valign="top" width="14.28%"><a href="https://github.com/dubzzz"><img src="https://avatars.githubusercontent.com/u/5300235?v=4?s=100" width="100px;" alt="Nicolas DUBIEN"/><br /><sub><b>Nicolas DUBIEN</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=dubzzz" title="Code">💻</a> <a href="https://github.com/dubzzz/fast-check/commits?author=dubzzz" title="Documentation">📖</a> <a href="https://github.com/dubzzz/fast-check/commits?author=dubzzz" title="Tests">⚠️</a> <a href="#infra-dubzzz" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="#design-dubzzz" title="Design">🎨</a> <a href="#maintenance-dubzzz" title="Maintenance">🚧</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/hath995"><img src="https://avatars.githubusercontent.com/u/381037?v=4?s=100" width="100px;" alt="Aaron Elligsen"/><br /><sub><b>Aaron Elligsen</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=hath995" title="Code">💻</a> <a href="https://github.com/dubzzz/fast-check/commits?author=hath995" title="Documentation">📖</a> <a href="https://github.com/dubzzz/fast-check/commits?author=hath995" title="Tests">⚠️</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/willheslam"><img src="https://avatars.githubusercontent.com/u/5377213?v=4?s=100" width="100px;" alt="Will Heslam"/><br /><sub><b>Will Heslam</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=willheslam" title="Documentation">📖</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/kazchimo"><img src="https://avatars.githubusercontent.com/u/31263328?v=4?s=100" width="100px;" alt="kazchimo"/><br /><sub><b>kazchimo</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=kazchimo" title="Code">💻</a> <a href="https://github.com/dubzzz/fast-check/commits?author=kazchimo" title="Documentation">📖</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/brandon-leapyear"><img src="https://avatars.githubusercontent.com/u/27799541?v=4?s=100" width="100px;" alt="Brandon Chinn"/><br /><sub><b>Brandon Chinn</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=brandon-leapyear" title="Code">💻</a> <a href="https://github.com/dubzzz/fast-check/commits?author=brandon-leapyear" title="Documentation">📖</a></td> <td align="center" valign="top" width="14.28%"><a href="http://safareli.github.io/resume/"><img src="https://avatars.githubusercontent.com/u/1932383?v=4?s=100" width="100px;" alt="Irakli Safareli"/><br /><sub><b>Irakli Safareli</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=safareli" title="Documentation">📖</a></td> <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheSpyder"><img src="https://avatars.githubusercontent.com/u/298292?v=4?s=100" width="100px;" alt="Andrew Herron"/><br /><sub><b>Andrew Herron</b></sub></a><br /><a href="https://github.com/dubzzz/fast-check/commits?author=TheSpyder" title="Documentation">📖</a> <a href="#plugin-TheSpyder" title="Plugin/utility libraries">🔌</a></td>字节跳动发布的AI编程神器IDE
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