📦 deps(thirdparty): update snapshots
This commit is contained in:
@@ -0,0 +1,587 @@
|
||||
# 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)
|
||||
Reference in New Issue
Block a user