CtrlK
BlogDocsLog inGet started
Tessl Logo

testland/proptest-testing

Authors property-based tests in Rust using proptest - wires the `proptest!` macro, defines strategies (`prop::collection::vec`, type-driven `any` strategies, regex-based string strategies), uses the strategy-per-value model (vs QuickCheck's per-type) for flexible composition, and exploits proptest's automatic shrinking + persistence of failed cases (regression test artifact). Use when a Rust codebase needs PBT - pairs especially well with parsers, serializers, and any function with a structured input domain.

75

Quality

94%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

View guide

SecuritybySnyk

Passed

No findings from the security scan

Overview
Quality
Evals
Security
Files
name:
proptest-testing
description:
Authors property-based tests in Rust using proptest - wires the `proptest!` macro, defines strategies (`prop::collection::vec`, type-driven `any` strategies, regex-based string strategies), uses the strategy-per-value model (vs QuickCheck's per-type) for flexible composition, and exploits proptest's automatic shrinking + persistence of failed cases (regression test artifact). Use when a Rust codebase needs PBT - pairs especially well with parsers, serializers, and any function with a structured input domain.

proptest-testing

Overview

Per proptest-readme:

"Proptest is a property testing framework inspired by Python's Hypothesis. It automatically generates test inputs and shrinks failures to minimal cases."

"Strategy-based approach: Unlike QuickCheck, generation is 'defined on a per-value basis instead of per-type,' enabling flexible composition." (proptest-readme)

The strategy-based design is the key differentiator from Rust's quickcheck crate - proptest separates the generation strategy from the type, so multiple strategies can produce the same type without newtype wrappers.

"Failure persistence: Failed test cases are saved for regression testing." (proptest-readme)

This means a failed property test produces a proptest-regressions/ file checked into git; future runs replay it before generating new cases.

When to use

  • A Rust codebase has functions with structured inputs (parsers, serializers, validators, encoders).
  • A bug fix needs property-level prevention (not just an example test).
  • Round-trip / invariant properties hold (decode(encode(x)) == x, sort(sort(x)) == sort(x)).
  • A refactor needs equivalence verification (new vs old produce same outputs for all inputs).

Install

In Cargo.toml:

[dev-dependencies]
proptest = "1"

Note: per proptest-readme, "the crate mainly sees passive maintenance" - the API is stable; new development is rare.

Basic property

Per proptest-readme:

use proptest::prelude::*;

proptest! {
    #[test]
    fn parses_valid_dates(s in "[0-9]{4}-[0-9]{2}-[0-9]{2}") {
        parse_date(&s).unwrap();
    }
}

The proptest! macro wraps a #[test]-style function. The parameter declaration s in "..." says "generate s from the regex strategy."

Per proptest-readme, one of proptest's distinguishing features is regex-based string generation: "[0-9]{4}-[0-9]{2}-[0-9]{2}" generates date-shaped strings without writing a custom strategy.

Strategy catalog

StrategyGenerates
any::<T>()Any value of type T (uses default strategy)
0..100i32Integers in range
"[a-z]+" (regex string)Strings matching regex
prop::collection::vec(strategy, 0..10)Vec of length 0-10
prop::collection::hash_map(k, v, 0..10)HashMap
prop::collection::btree_set(s, 0..10)BTreeSet
(s1, s2, s3) (tuple)Tuple of values
Just(value)Constant
prop_oneof![s1, s2, s3]One of multiple strategies
s.prop_map(f)Transform via function
s.prop_filter("reason", f)Filter (with reason for shrinking)
s.prop_flat_map(f)Dependent generation

For custom domain strategies with prop_compose! and the round-trip / invariant / equivalence property patterns they feed, see references/strategies-and-patterns.md.

Configuration

proptest! {
    #![proptest_config(ProptestConfig {
        cases: 1000,                                  // default 256
        max_shrink_iters: 100,                       // default 1024
        ..ProptestConfig::default()
    })]

    #[test]
    fn expensive_property(x in any::<u64>()) {
        // ...
    }
}

Common config options:

FieldDefaultUse
cases256More for higher confidence; slower CI.
max_shrink_iters1024Cap shrinking time on slow tests.
max_shrink_time0Time-based shrink cap (ms; 0 = unlimited).
verbose00 / 1 / 2 - verbosity level.
failure_persistenceenabledPersist failed cases to proptest-regressions/.

Failure persistence (the regression file)

When a property fails, proptest writes:

# proptest-regressions/my_module.txt
# Seeds for failure cases proptest has generated in the past.
# It is recommended to commit this file.
cc abc1234567890 # shrinks to s = "1900-02-30"

Commit this file to git. Future runs replay these seeds before generating new cases - locks the regression in.

If the regression is no longer relevant (the bug was fixed via a different code path that doesn't fail this case anymore), delete the entry. Don't suppress failures; understand them first.

CI integration

- run: cargo test --workspace

That's it - proptest tests are regular #[test] functions wrapped in the macro. Cargo's --test-threads and parallel test execution work normally.

For deterministic CI, set the seed via env var:

env:
  PROPTEST_SEED: 0xDEADBEEF
- run: cargo test

How to use

  1. Add proptest = "1" under [dev-dependencies] in Cargo.toml.
  2. Identify a property that holds for all inputs (round-trip, invariant, or equivalence), not a single example.
  3. Declare inputs in the proptest! { #[test] fn ... (x in <strategy>) { ... } } form; pick strategies from the catalog (regex strings, ranges, prop::collection::*).
  4. For structured domain types, build a custom strategy with prop_compose! - references/strategies-and-patterns.md.
  5. Assert with prop_assert! / prop_assert_eq! (not vanilla assert!) so the shrinker sees the failure context.
  6. Run cargo test; on failure, commit the generated proptest-regressions/ file so the seed replays on later runs.
  7. Tune cases / max_shrink_iters via #![proptest_config(...)] when a test is slow.

Worked example

An RgbColor type exposes to_hex() and from_hex(); the team claims from_hex(c.to_hex()) == c for every color.

  1. Build a strategy for arbitrary colors with prop_compose! (references/strategies-and-patterns.md):
use proptest::prelude::*;

prop_compose! {
    fn rgb()(r in any::<u8>(), g in any::<u8>(), b in any::<u8>()) -> RgbColor {
        RgbColor { r, g, b }
    }
}
  1. Assert the round-trip with prop_assert_eq!:
proptest! {
    #[test]
    fn hex_round_trip(c in rgb()) {
        prop_assert_eq!(RgbColor::from_hex(&c.to_hex()), c);
    }
}
  1. to_hex() emits lowercase but from_hex() rejects it, so the run fails, proptest shrinks, and writes a regression file:
# proptest-regressions/color.txt
cc 1a2b3c4d # shrinks to c = RgbColor { r: 0, g: 0, b: 10 }
  1. Commit proptest-regressions/color.txt (see Failure persistence). Fix from_hex() to accept lowercase; re-run cargo test and the property passes all 256 cases, replaying the saved seed first.

Anti-patterns

Anti-patternWhy it failsFix
.gitignore proptest-regressions/Loses regression artifacts; future runs may not catch the same bug.Commit the directory (Failure persistence).
Heavy prop_filter on broad strategiesSlow generation; many cases discarded.Constrained strategies (Strategy catalog, e.g. 1u32..100u32 instead of any().filter).
assert! instead of prop_assert! inside the macroShrinker can't see the failure context; minimal case obscured.Always prop_assert! / prop_assert_eq! (strategies-and-patterns.md).
Bare unwrap() inside the property without contextError message is unhelpful; shrinker can't aid debugging.Use prop_assert!(result.is_ok()) or let v = result.unwrap() after asserting.
cases = 100_000 for a slow testCI never finishes; team disables.Budget appropriate to test runtime.
Mocking external services inside the propertyMocks don't satisfy properties.Test pure functions; integration tests separate.
Random seed in CIFailures hard to reproduce.PROPTEST_SEED env var (CI integration).

Limitations

  • Maintenance status. Per proptest-readme, "the crate mainly sees passive maintenance." Expect bug fixes but not new features.
  • MSRV 1.84. Older Rust toolchains can't use the latest version.
  • Shrinking on complex types is slow. max_shrink_iters / max_shrink_time cap it.
  • Async testing requires manual integration. No native proptest! for async fn; wrap with tokio::test and block_on.
  • No race-condition detection. Unlike fast-check's fc.scheduler, proptest doesn't model concurrent interleavings out of the box.

References

  • pt - proptest README: strategy-based approach, regex-string generation, failure persistence, comparison vs QuickCheck, MSRV, license.
  • references/strategies-and-patterns.md - prop_compose! custom strategies and round-trip / invariant / equivalence property patterns.
  • hypothesis-testing - Python sibling proptest is inspired by.
  • fast-check-testing, jqwik-testing, quickcheck-testing - per-language siblings.
Workspace
testland
Visibility
Public
Created
Last updated
Publish Source
GitHub
Badge
testland/proptest-testing badge