Advanced Testing Techniques
Welcome to advanced testing techniques! These specialized methods help you test complex scenarios effectively.
Overview
Advanced techniques include:
- Property-Based Testing - Generate random data and verify properties
- Mutation Testing - Validate test quality by introducing mutations
- Snapshot Testing - Golden files to detect unintended changes
- CLI Testing - Test command-line interfaces
- Concurrency Testing - Deterministic thread testing
When to Use Advanced Techniques
| Technique | Best For | When to Use |
|---|---|---|
| Property-Based | Mathematical properties, edge cases | Complex algorithms, parsing |
| Mutation | Test quality validation | Assessing test effectiveness |
| Snapshot | Stable output, complex structures | API responses, generated code |
| CLI | Command-line tools | CLI applications, scripts |
| Concurrency | Thread-safe code | Concurrent systems, race conditions |
Quick Reference
Property-Based Testing
#![allow(unused)] fn main() { // Test that addition is commutative test!(test_addition_commutative, { let strategy = ProptestStrategy::new().with_cases(100); strategy.test(any::<(u32, u32)>(), |(a, b)| a + b == b + a); }); }
Mutation Testing
#![allow(unused)] fn main() { // Verify tests catch mutations let mut tester = MutationTester::new(data); tester.apply_mutation(MutationOperator::ChangeValue(...)); let caught = tester.test_mutation_detection(|data| check_data(data)); assert!(caught); // Tests should catch the mutation }
Snapshot Testing
#![allow(unused)] fn main() { // Golden file testing let output = generate_report(); assert_matches!(output, "report"); // Compares with snapshot }
CLI Testing
#![allow(unused)] fn main() { // Test CLI commands let output = CliTest::new("myapp", vec!["list", "--verbose"]) .run()?; assert!(output.contains("item1")); }
Concurrency Testing
#![allow(unused)] fn main() { // Deterministic thread testing loom::model(|| { let data = Arc::new(Mutex::new(0)); thread::spawn({ let data = data.clone(); move || *data.lock().unwrap() += 1; }); }); }
Learning Path
- Start with Property-Based Testing - Easy to understand, powerful
- Then explore Mutation Testing - Validates your tests
- Add Snapshot Testing - For regression detection
- Test CLIs with CLI Testing - If you have CLI tools
- Thread-safe code with Concurrency Testing - For concurrent systems
Combining Techniques
You can combine advanced techniques:
#![allow(unused)] fn main() { test!(comprehensive_test, { // Use fixtures and data builders (core) let fixture = TestFixture::new()?; let data = TestDataBuilder::new()...build_json()?; // Use property-based testing (advanced) let strategy = ProptestStrategy::new().with_cases(50); // Use mutation testing (advanced) let mut tester = MutationTester::new(data.clone()); // Use snapshot testing (advanced) let result = process(&data)?; assert_matches!(result, "expected_output"); }); }
Real-World Scenarios
Scenario 1: JSON Parser
- Core: Basic tests with fixtures
- Property-Based: Test parsing properties (round-trip)
- Mutation: Validate test quality
- Snapshot: Compare against golden files
Scenario 2: CLI Tool
- Core: Basic command tests
- CLI Testing: Full CLI integration
- Snapshot: Compare output with golden files
- Property-Based: Random argument generation
Scenario 3: Concurrent System
- Core: Basic thread tests
- Concurrency: Deterministic testing with loom
- Property-Based: Test invariants across threads
- Mutation: Validate synchronization correctness
Feature Flags
Enable features for advanced techniques:
[dev-dependencies]
chicago-tdd-tools = { version = "1.3", features = [
"property-testing", # Property-based testing
"mutation-testing", # Mutation testing
"snapshot-testing", # Snapshot testing
"cli-testing", # CLI testing
"concurrency-testing", # Concurrency testing
"testing-extras", # All of above (most common)
"testing-full", # All testing features
] }
Performance Considerations
Advanced techniques can be slower:
| Technique | Speed | Trade-off |
|---|---|---|
| Unit tests | Fast (ms) | Limited scenarios |
| Property-based | Medium (seconds) | Comprehensive coverage |
| Mutation | Slow (minutes) | High confidence |
| Snapshot | Fast (ms) | Brittle to changes |
| Concurrency | Slow (seconds) | Deterministic |
Recommendation:
- Use core patterns for 80% of tests (fast feedback)
- Use advanced techniques for critical paths (high confidence)
Common Pitfalls
❌ Over-using advanced techniques
- Use property-based for properties, not all tests
- Use mutation occasionally, not always
❌ Ignoring performance
- Property-based with 10,000 cases is overkill
- Limit mutation test scope
❌ Replacing core patterns
- Advanced techniques complement, not replace, core patterns
- Still need AAA pattern and error paths
✅ Best practices:
- Use core patterns as foundation
- Add advanced techniques strategically
- Balance confidence with speed
Sections
Next Steps
👉 Start with Property-Based Testing