mutation-testing（突变测试）

Mutation Testing

Mutation testing answers the question: "Are my tests actually catching bugs?"

Code coverage tells you what code your tests execute. Mutation testing tells you if your tests would detect changes to that code. A test suite with 100% coverage can still miss 40% of potential bugs.

Core Concept

The Mutation Testing Process:

1. Generate mutants: Introduce small bugs (mutations) into production code
2. Run tests: Execute your test suite against each mutant
3. Evaluate results: If tests fail, the mutant is "killed" (good). If tests pass, the mutant "survived" (bad - your tests missed the bug)

The Insight: A surviving mutant represents a bug your tests wouldn't catch.

When to Use This Skill

Use mutation testing analysis when:

• Reviewing code changes on a branch
• Verifying test effectiveness after TDD
• Identifying weak tests that appear to have coverage
• Finding missing edge case tests
• Validating that refactoring didn't weaken test suite

Integration with TDD:

TDD Workflow                    Mutation Testing Validation
┌─────────────────┐             ┌─────────────────────────────┐
│ RED: Write test │             │                             │
│ GREEN: Pass it  │──────────►  │ After GREEN: Verify tests   │
│ REFACTOR        │             │ would kill relevant mutants │
└─────────────────┘             └─────────────────────────────┘

Systematic Branch Analysis Process

When analyzing code on a branch, follow this systematic process:

Step 1: Identify Changed Code

# Get files changed on the branch
git diff main...HEAD --name-only | grep -E '\.(ts|js|tsx|jsx)$' | grep -v '\.test\.'

# Get detailed diff for analysis
git diff main...HEAD -- src/

Step 2: Generate Mental Mutants

For each changed function/method, mentally apply mutation operators (see Mutation Operators section below).

Step 3: Verify Test Coverage

For each potential mutant, ask:

1. Is there a test that exercises this code path?
2. Would that test FAIL if this mutation were applied?
3. Is the assertion specific enough to catch this change?

Step 4: Document Findings

Categorize findings:

Mutation Operators

Arithmetic Operator Mutations

Example Analysis:

// Production code
const calculateTotal = (price: number, quantity: number): number => {
  return price * quantity;
};

// Mutant: price / quantity
// Question: Would tests fail if * became /?

// ❌ WEAK TEST - Would NOT catch mutant
it('calculates total', () => {
  expect(calculateTotal(10, 1)).toBe(10); // 10 * 1 = 10, 10 / 1 = 10 (SAME!)
});

// ✅ STRONG TEST - Would catch mutant
it('calculates total', () => {
  expect(calculateTotal(10, 3)).toBe(30); // 10 * 3 = 30, 10 / 3 = 3.33 (DIFFERENT!)
});

Conditional Expression Mutations

Example Analysis:

// Production code
const isAdult = (age: number): boolean => {
  return age >= 18;
};

// Mutant: age > 18
// Question: Would tests fail if >= became >?

// ❌ WEAK TEST - Would NOT catch boundary mutant
it('returns true for adults', () => {
  expect(isAdult(25)).toBe(true);  // 25 >= 18 = true, 25 > 18 = true (SAME!)
});

// ✅ STRONG TEST - Would catch boundary mutant
it('returns true for exactly 18', () => {
  expect(isAdult(18)).toBe(true);  // 18 >= 18 = true, 18 > 18 = false (DIFFERENT!)
});

Equality Operator Mutations

Logical Operator Mutations

Example Analysis:

// Production code
const canAccess = (isAdmin: boolean, isOwner: boolean): boolean => {
  return isAdmin || isOwner;
};

// Mutant: isAdmin && isOwner
// Question: Would tests fail if || became &&?

// ❌ WEAK TEST - Would NOT catch mutant
it('returns true when both conditions met', () => {
  expect(canAccess(true, true)).toBe(true);  // true || true = true && true (SAME!)
});

// ✅ STRONG TEST - Would catch mutant
it('returns true when only admin', () => {
  expect(canAccess(true, false)).toBe(true);  // true || false = true, true && false = false (DIFFERENT!)
});

Boolean Literal Mutations

Block Statement Mutations

Example Analysis:

// Production code
const processOrder = (order: Order): void => {
  validateOrder(order);
  saveOrder(order);
  sendConfirmation(order);
};

// Mutant: Empty function body
// Question: Would tests fail if all statements removed?

// ❌ WEAK TEST - Would NOT catch mutant
it('processes order without error', () => {
  expect(() => processOrder(order)).not.toThrow();  // Empty function also doesn't throw!
});

// ✅ STRONG TEST - Would catch mutant
it('saves order to database', () => {
  processOrder(order);
  expect(mockDatabase.save).toHaveBeenCalledWith(order);
});

String Literal Mutations

Array Declaration Mutations

Unary Operator Mutations

Method Expression Mutations (TypeScript/JavaScript)

Optional Chaining Mutations

Mutant States and Metrics

Mutant States

Metrics

• Mutation Score: killed / valid * 100 - The higher, the better
• Detected: killed + timeout
• Undetected: survived + no coverage

Target Mutation Score

Equivalent Mutants

Equivalent mutants produce the same behavior as the original code. They cannot be killed because there is no observable difference.

Common Equivalent Mutant Patterns

Pattern 1: Operations with identity elements

// Mutant in conditional where both branches have same effect
if (whatever) {
  number += 0;  // Can mutate to -= 0, *= 1, /= 1 - all equivalent!
} else {
  number += 0;
}

Pattern 2: Boundary conditions that don't affect outcome

// When max equals min, condition doesn't matter
const max = Math.max(a, b);
const min = Math.min(a, b);
if (a >= b) {  // Mutating to <= or < has no effect when a === b
  result = 10 ** (max - min);  // 10 ** 0 = 1 regardless
}

Pattern 3: Dead code paths

// If this path is never reached, mutations don't matter
if (impossibleCondition) {
  doSomething();  // Mutating this won't affect behavior
}

How to Handle Equivalent Mutants

1. Identify: Analyze if mutation truly changes observable behavior
2. Document: Note why mutant is equivalent
3. Accept: 100% mutation score may not be achievable
4. Consider refactoring: Sometimes equivalent mutants indicate unclear code

Branch Analysis Checklist

When analyzing code changes on a branch:

For Each Function/Method Changed:

• [ ] Arithmetic operators: Would changing +, -, *, / be detected?
• [ ] Conditionals: Are boundary values tested (>=, <=)?
• [ ] Boolean logic: Are all branches of &&, || tested?
• [ ] Return statements: Would changing return value be detected?
• [ ] Method calls: Would removing or swapping methods be detected?
• [ ] String literals: Would empty strings be detected?
• [ ] Array operations: Would empty arrays be detected?

Red Flags (Likely Surviving Mutants):

• [ ] Tests only verify "no error thrown"
• [ ] Tests only check one side of a condition
• [ ] Tests use identity values (0, 1, empty string)
• [ ] Tests only verify function was called, not with what
• [ ] Tests don't verify return values
• [ ] Boundary values not tested

Questions to Ask:

1. "If I changed this operator, would a test fail?"
2. "If I negated this condition, would a test fail?"
3. "If I removed this line, would a test fail?"
4. "If I returned early here, would a test fail?"

Strengthening Weak Tests

Pattern: Add Boundary Value Tests

// Original weak test
it('validates age', () => {
  expect(isAdult(25)).toBe(true);
  expect(isAdult(10)).toBe(false);
});

// Strengthened with boundary values
it('validates age at boundary', () => {
  expect(isAdult(17)).toBe(false);  // Just below
  expect(isAdult(18)).toBe(true);   // Exactly at boundary
  expect(isAdult(19)).toBe(true);   // Just above
});

Pattern: Test Both Branches of Conditions

// Original weak test - only tests one branch
it('returns access result', () => {
  expect(canAccess(true, true)).toBe(true);
});

// Strengthened - tests all meaningful combinations
it('grants access when admin', () => {
  expect(canAccess(true, false)).toBe(true);
});

it('grants access when owner', () => {
  expect(canAccess(false, true)).toBe(true);
});

it('denies access when neither', () => {
  expect(canAccess(false, false)).toBe(false);
});

Pattern: Avoid Identity Values

// Weak - uses identity values
it('calculates', () => {
  expect(multiply(10, 1)).toBe(10);  // x * 1 = x / 1
  expect(add(5, 0)).toBe(5);         // x + 0 = x - 0
});

// Strong - uses values that reveal operator differences
it('calculates', () => {
  expect(multiply(10, 3)).toBe(30);  // 10 * 3 != 10 / 3
  expect(add(5, 3)).toBe(8);         // 5 + 3 != 5 - 3
});

Pattern: Verify Side Effects

// Weak - no verification of side effects
it('processes order', () => {
  processOrder(order);
  // No assertions!
});

// Strong - verifies observable outcomes
it('processes order', () => {
  processOrder(order);
  expect(orderRepository.save).toHaveBeenCalledWith(order);
  expect(emailService.send).toHaveBeenCalledWith(
    expect.objectContaining({ to: order.customerEmail })
  );
});

Integration with Stryker (Optional)

For automated mutation testing, use Stryker:

Installation

npm init stryker

Configuration (stryker.conf.json)

{
  "testRunner": "jest",
  "coverageAnalysis": "perTest",
  "reporters": ["html", "clear-text", "progress"],
  "mutate": ["src/**/*.ts", "!src/**/*.test.ts"]
}

Running

npx stryker run

Incremental Mode (for branches)

npx stryker run --incremental

Summary: Mutation Testing Mindset

The key question for every line of code:

"If I introduced a bug here, would my tests catch it?"

For each test, verify it would catch:

• Arithmetic operator changes
• Boundary condition shifts
• Boolean logic inversions
• Removed statements
• Changed return values

Remember:

• Coverage measures execution, mutation testing measures detection
• A test that doesn't make assertions can't kill mutants
• Boundary values are critical for conditional mutations
• Avoid identity values that make operators interchangeable

Quick Reference

Operators Most Likely to Have Surviving Mutants

1. >= vs > (boundary not tested)
2. && vs || (only tested when both true/false)
3. + vs - (only tested with 0)
4. * vs / (only tested with 1)
5. some() vs every() (only tested with all matching)

Test Values That Kill Mutants