📦 deps(thirdparty): update snapshots

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# Test Quality Metrics
Comprehensive guide to measuring and improving test quality through coverage and mutation testing.
## Coverage Metrics
### Line Coverage
Percentage of code lines executed during test runs.
**Target**: ≥80% overall, ≥90% for critical paths
**TypeScript/Bun**:
```bash
bun test --coverage
# Output
Coverage Summary:
Statements : 85.2% ( 1420/1667 )
Branches : 78.5% ( 314/400 )
Functions : 82.1% ( 156/190 )
Lines : 85.2% ( 1420/1667 )
```
**Rust**:
```bash
# Using cargo-tarpaulin
cargo tarpaulin --out Html --output-dir coverage/
# Using cargo-llvm-cov
cargo llvm-cov --html
```
### Branch Coverage
Percentage of decision branches (if/else, switch, ternary) executed.
**Target**: ≥75%
Example showing uncovered branch:
```typescript
function divide(a: number, b: number): number {
if (b === 0) { // Branch covered
throw new Error('Division by zero')
}
return a / b // Branch covered
}
// Test only covers success path
test('divides numbers', () => {
expect(divide(10, 2)).toBe(5)
})
// Coverage: 50% branches (only success branch covered)
```
Fix with both branches:
```typescript
test('divides numbers', () => {
expect(divide(10, 2)).toBe(5)
})
test('throws on division by zero', () => {
expect(() => divide(10, 0)).toThrow('Division by zero')
})
// Coverage: 100% branches
```
### Function Coverage
Percentage of functions called during tests.
**Target**: ≥80%
Uncovered functions often indicate:
- Dead code that should be removed
- Missing test cases
- Helper functions only used in uncovered paths
### Interpreting Coverage
High coverage ≠ high quality. Coverage shows what's tested, not how well.
**Example of misleading coverage**:
```typescript
function processPayment(amount: number): Result {
if (amount <= 0) {
return { type: 'error', code: 'INVALID_AMOUNT' }
}
const result = chargeCard(amount)
return { type: 'success', transactionId: result.id }
}
// Bad test with 100% coverage
test('processes payment', () => {
processPayment(100)
processPayment(-10)
})
// No assertions! 100% coverage but 0% verification
```
Coverage shows code was executed, not that it was verified correct.
## Mutation Testing
Mutation testing verifies test quality by introducing small bugs and checking if tests catch them.
### How It Works
1. **Mutant Generation**: Tool mutates source code (e.g., `===``!==`, `+``-`)
2. **Test Execution**: Run tests against each mutant
3. **Classification**:
- **Killed**: Test fails (good — test caught the bug)
- **Survived**: Test passes (bad — test missed the bug)
- **Timeout**: Mutant caused infinite loop
- **No Coverage**: Line not executed by tests
### Mutation Score
```
Mutation Score = (Killed Mutants / Total Mutants) × 100%
```
**Target**: ≥75%
### TypeScript Mutation Testing
Using Stryker:
**Install**:
```bash
bun add -d @stryker-mutator/core @stryker-mutator/typescript-checker
```
**Configuration** (`stryker.conf.json`):
```json
{
"mutator": "typescript",
"packageManager": "bun",
"reporters": ["html", "clear-text", "progress"],
"testRunner": "bun",
"coverageAnalysis": "perTest",
"mutate": [
"src/**/*.ts",
"!src/**/*.test.ts",
"!src/**/*.spec.ts"
],
"thresholds": {
"high": 80,
"low": 60,
"break": 50
}
}
```
**Run**:
```bash
bun x stryker run
# Output
Mutation testing complete:
Killed: 78
Survived: 12
Timeout: 2
No Coverage: 8
Mutation Score: 78.0%
```
**Common Mutations**:
| Original | Mutant | Catches |
|----------|--------|---------|
| `===` | `!==` | Equality assertions |
| `>` | `>=` | Boundary tests |
| `+` | `-` | Arithmetic verification |
| `&&` | `||` | Logic tests |
| `true` | `false` | Boolean verification |
| `0` | `1` | Zero handling |
| `return x` | `return undefined` | Return value tests |
**Example Analysis**:
```typescript
function calculateDiscount(price: number, isPremium: boolean): number {
if (isPremium) {
return price * 0.8 // 20% discount
}
return price
}
// Weak test
test('calculates discount', () => {
calculateDiscount(100, true)
calculateDiscount(100, false)
})
// Mutation: 0.8 → 0.9
// Status: Survived (no assertion)
```
Fix with assertions:
```typescript
test('applies 20% discount for premium users', () => {
expect(calculateDiscount(100, true)).toBe(80)
})
test('no discount for regular users', () => {
expect(calculateDiscount(100, false)).toBe(100)
})
// Mutation: 0.8 → 0.9
// Status: Killed (test fails with 90 !== 80)
```
### Rust Mutation Testing
Using `cargo-mutants`:
**Install**:
```bash
cargo install cargo-mutants
```
**Run**:
```bash
cargo mutants
# Output
Mutation testing results:
caught: 45
missed: 5
timeout: 1
unviable: 2
score: 90.0%
```
**Common Mutations**:
| Original | Mutant | Catches |
|----------|--------|---------|
| `==` | `!=` | Equality tests |
| `>` | `>=` | Boundary tests |
| `&&` | `||` | Logic tests |
| `Some(x)` | `None` | Option handling |
| `Ok(x)` | `Err(...)` | Result handling |
| `+` | `-` | Arithmetic verification |
**Example**:
```rust
fn calculate_discount(price: i32, is_premium: bool) -> i32 {
if is_premium {
price * 80 / 100 // 20% discount
} else {
price
}
}
// Weak test
#[test]
fn test_discount() {
calculate_discount(100, true);
calculate_discount(100, false);
}
// Mutation: 80 → 90
// Status: missed (no assertion)
```
Fix:
```rust
#[test]
fn applies_discount_for_premium() {
assert_eq!(calculate_discount(100, true), 80);
}
#[test]
fn no_discount_for_regular() {
assert_eq!(calculate_discount(100, false), 100);
}
// Mutation: 80 → 90
// Status: caught (assertion fails)
```
## Quality Standards Matrix
| Metric | Minimum | Good | Excellent |
|--------|---------|------|-----------|
| Line Coverage | 70% | 80% | 90% |
| Branch Coverage | 65% | 75% | 85% |
| Function Coverage | 75% | 85% | 95% |
| Mutation Score | 60% | 75% | 85% |
| Test Execution Time | <10s | <5s | <2s |
## Improving Test Quality
### Weak Assertion Detection
**Problem**: Tests execute code but don't verify results
```typescript
// ❌ Weak - no verification
test('processes order', () => {
processOrder({ items: [item1, item2] })
})
```
**Solution**:
```typescript
// ✓ Strong - verifies result
test('processes order', () => {
const result = processOrder({ items: [item1, item2] })
expect(result.type).toBe('success')
expect(result.total).toBe(150)
})
```
### Missing Edge Cases
Use mutation testing to find gaps:
```typescript
function validateAge(age: number): boolean {
return age >= 18 // Mutant: >= → >
}
// Current test
test('validates age', () => {
expect(validateAge(20)).toBe(true)
expect(validateAge(16)).toBe(false)
})
// Mutation survived: >= → >
// Missing: boundary test for exactly 18
```
Add boundary test:
```typescript
test('accepts exactly 18', () => {
expect(validateAge(18)).toBe(true)
})
// Now mutation is caught
```
### Test Redundancy
Multiple tests verifying same thing:
```typescript
// Redundant tests
test('validates positive number', () => {
expect(isPositive(5)).toBe(true)
})
test('validates another positive number', () => {
expect(isPositive(10)).toBe(true)
})
test('validates yet another positive number', () => {
expect(isPositive(100)).toBe(true)
})
```
Consolidate:
```typescript
test.each([5, 10, 100])('validates positive number %i', (num) => {
expect(isPositive(num)).toBe(true)
})
```
## Continuous Quality Monitoring
### CI/CD Integration
**TypeScript**:
```yaml
# .github/workflows/test.yml
- name: Run tests with coverage
run: bun test --coverage
- name: Check coverage thresholds
run: |
coverage=$(bun test --coverage --json | jq '.coverage.total.statements.pct')
if (( $(echo "$coverage < 80" | bc -l) )); then
echo "Coverage $coverage% below 80% threshold"
exit 1
fi
- name: Run mutation testing
run: bun x stryker run
# Fail if mutation score < 75%
```
**Rust**:
```yaml
# .github/workflows/test.yml
- name: Run tests with coverage
run: cargo tarpaulin --fail-under 80
- name: Run mutation testing
run: cargo mutants
continue-on-error: true # Warning only initially
```
### Tracking Over Time
Monitor trends:
```bash
# Generate coverage badge
coverage=$(bun test --coverage --json | jq '.coverage.total.statements.pct')
echo "Coverage: $coverage%" > coverage.txt
# Track mutation score
mutation=$(bun x stryker run --json | jq '.mutationScore')
echo "Mutation Score: $mutation%" > mutation.txt
```
## Advanced Techniques
### Differential Coverage
Only measure coverage on changed code:
```bash
# Get changed files
git diff --name-only main... > changed.txt
# Run coverage on changed files
bun test --coverage --changed-files changed.txt
```
### Coverage Ratcheting
Prevent coverage from decreasing:
```bash
# Save current coverage
current=$(bun test --coverage --json | jq '.coverage.total.statements.pct')
echo "$current" > .baseline-coverage
# On future runs, compare
baseline=$(cat .baseline-coverage)
if (( $(echo "$current < $baseline" | bc -l) )); then
echo "Coverage decreased from $baseline% to $current%"
exit 1
fi
```
### Mutation Testing Optimization
Run only on changed code:
```bash
# Stryker incremental mode
bun x stryker run --incremental
# cargo-mutants on specific files
cargo mutants --file src/auth/mod.rs
```
## Common Pitfalls
### Pitfall 1: Chasing 100% Coverage
**Problem**: Diminishing returns past 90%, testing trivial code
```typescript
// Trivial getter - not worth testing
class User {
get email(): string {
return this._email
}
}
```
**Solution**: Focus on behavior, not line count. Exclude trivial code from coverage requirements.
### Pitfall 2: Gaming Metrics
**Problem**: Tests that execute code without verification
```typescript
// ❌ High coverage, zero value
test('calls all functions', () => {
func1()
func2()
func3()
})
```
**Solution**: Use mutation testing to catch weak assertions.
### Pitfall 3: Slow Mutation Testing
**Problem**: Full mutation testing takes hours
**Solution**: Run incrementally or in CI only:
```bash
# Local: Quick feedback on changed files
bun x stryker run --mutate "src/auth/**/*.ts"
# CI: Full suite
bun x stryker run
```
## Quality Metrics Dashboard
Example report format:
```
Test Quality Report
===================
Coverage:
Statements: 85.2% ░░░░░░░░▓▓
Branches: 78.5% ░░░░░░░▓▓▓
Functions: 82.1% ░░░░░░░░▓▓
Mutation Testing:
Score: 78.0% ░░░░░░░▓▓▓
Killed: 78
Survived: 12
No Cov: 8
Performance:
Unit Tests: 2.3s ✓
Total: 8.7s ✓
Status: ✓ All thresholds met
```
## Actionable Improvement Plan
1. **Week 1**: Establish baseline
- Run coverage analysis
- Run mutation testing
- Document current state
2. **Week 2-3**: Fix critical gaps
- Add tests for uncovered critical paths
- Fix survived mutants in high-risk code
- Target 80% coverage, 75% mutation score
3. **Week 4**: Automate
- Add CI coverage checks
- Set up coverage ratcheting
- Schedule weekly mutation testing
4. **Ongoing**: Maintain
- Review coverage on each PR
- Run mutation testing monthly
- Gradually raise thresholds
## Resources
TypeScript:
- [Stryker Documentation](https://stryker-mutator.io)
- [Bun Test Coverage](https://bun.sh/docs/cli/test#coverage)
Rust:
- [cargo-tarpaulin](https://github.com/xd009642/tarpaulin)
- [cargo-llvm-cov](https://github.com/taiki-e/cargo-llvm-cov)
- [cargo-mutants](https://github.com/sourcefrog/cargo-mutants)