Property-Based Testing

何时触发

关键词命中即触发：属性测试/模糊测试/Hypothesis/fast-check/随机/边界/不变量/Fuzzing。

An example test asserts one point. A property asserts a rule over the whole input domain and lets the generator hunt for the counterexample. That trade is worth making when the code has an algebraic shape — an inverse, an invariant, an oracle — and not otherwise. Code with no such shape gets example tests; saying so is a valid outcome.

Check first whether the shape is missing or merely buried. A calculation wrapped in I/O, a string built by concatenation, an in-place mutation — each has a property and no seam to assert it through. See references/refactoring.md before concluding there is nothing to assert.

Property catalog

Strength ordering, weakest to strongest: no crash → type preservation → invariant → idempotence → roundtrip / oracle.

Assert the strongest property the code supports. "No crash" alone rarely justifies the dependency — if that is all you can find, either a small rearrangement exposes something stronger, or the honest report is that this code is a poor PBT candidate. Rule out the first before settling for the second.

The two ways a property test asserts nothing

• Tautology. assert add(a, b) == a + b restates the implementation; no bug they share can fail it. Pick a property that constrains the function without recomputing it. Note the exception: f(x) == f(x) is a genuine determinism property when f is not obviously pure — serializers over dicts or sets, hashing, anything reading the clock.
• Vacuity. assume() that filters out nearly every input passes without exercising anything, and self-contradictory assume() passes having run zero cases. Push constraints into the strategy so the generator produces valid inputs directly.

Where to look next

Load the one that matches the task in front of you:

Introducing PBT to a project that lacks it

If the project already uses a PBT library, just write the tests in it. If it does not, adding one is a dependency decision that belongs to the user — offer it once with the specific property you would write, and take the answer either way.