# Property Based Testing

> 属性测试与模糊测试（Fuzzing）。当需要写 Hypothesis/fast-check/proptest/jqwik 测试、Solidity invariants、模糊测试、边界值探索、随机输入生成、测试覆盖率提升、发现 edge case、合约安全测试、自动化测试策略时使用。

- Skill: `mike22890/property-based-testing` (Agent Skill, multi-file: 9 files)
- Install (CLI): `npx skillmds@latest add mike22890/property-based-testing`
- Raw SKILL.md: https://api.skillmd.com/api/skills/mike22890/property-based-testing/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: mike22890 (https://skillmd.com/u/mike22890)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/mike22890/property-based-testing

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# 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](references/refactoring.md) before
concluding there is nothing to assert.

## Property catalog

| Property | Formula | Where it applies |
|---|---|---|
| Roundtrip | `decode(encode(x)) == x` | Serialization, conversion pairs |
| Inverse | `f(g(x)) == x` | encrypt/decrypt, compress/decompress |
| Oracle | `new(x) == reference(x)` | Optimization, refactoring, reimplementation |
| Idempotence | `f(f(x)) == f(x)` | Normalization, formatting, sorting |
| Invariant | Holds before and after | Any transformation, contract state |
| Easy to verify | `is_sorted(sort(x))` | Complex algorithms with cheap checkers |
| Commutativity | `f(a, b) == f(b, a)` | Binary and set operations |
| Associativity | `f(f(a,b), c) == f(a, f(b,c))` | Combining operations |
| Identity | `f(x, e) == x` | Operations with a neutral element |

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:

| Task | File |
|---|---|
| Writing new tests, designing strategies | [references/generating.md](references/generating.md) |
| The code has no property to assert yet | [references/refactoring.md](references/refactoring.md) |
| Reviewing existing property tests | [references/reviewing.md](references/reviewing.md) |
| A property test just failed | [references/interpreting-failures.md](references/interpreting-failures.md) |
| Library choice, Echidna and Medusa | [references/libraries.md](references/libraries.md) |

## 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.