Benchmark: masking performance

Script Preparation code:

const emailRegex = /([a-zA-Z0-9._-]+@[a-zA-Z0-9._-]+\.[a-zA-Z0-9_-]+)/gi
const phoneRegex = /([0-9]{2,3})[-]?([0-9]{3,4})[-]?([0-9]{4})/gi
// 한글 2~5 자의 경우는 이름 뿐만 아니라 다른 경우도 있으므로 g 옵션을 제외
const koreanNameRegex = /^[가-힣]{2,5}$/

function isEmail(input) {
  return emailRegex.test(input)
}

function isPhoneNumber(input) {
  return phoneRegex.test(input)
}

function isKoreanName(input) {
  return koreanNameRegex.test(input)
}

function maskString(value) {
  const length = value.length
  if (length === 0) return value

  const mask = '*'.repeat(value.length - (length <= 2 ? 1 : 2))
  /**
   * 길이가 2 이하인 경우 첫 글자만 노출되도록 처리
   * 길이가 3 이상인 경우 처음과 마지막 글자는 노출되고 나머지는 마스킹 처리
   */
  return length <= 2 ? value[0] + mask : value[0] + mask + value[length - 1]
}

function maskEmail(value) {
  let result = value
  const matchString = value.match(emailRegex)
  matchString.forEach(email => {
    const [localPart, domainPart] = email.split('@')
    const maskedLocalPart = maskString(localPart)
    result = result.replace(email, `${maskedLocalPart}@${domainPart}`)
  })
  return result
}

function maskPhoneNumber(value) {
  return value.replace(phoneRegex, '$1-****-$3')
}

Tests:

재귀 처리
const data = [{ a: { name: "홍길동", b: { email: "abc@gmail.com", c: { phone: "01012341234" } }, } }] const data2 = { a: { name: "홍길동", b: { email: "abc@gmail.com", c: { phone: "01012341234" } }, } } function identifyAndMask(input) { if (isEmail(input)) { return maskEmail(input) } else if (isPhoneNumber(input)) { return maskPhoneNumber(input) } else if (isKoreanName(input)) { return maskString(input) } return input } function maskObjectStrings(obj) { if (typeof obj === 'object' && obj !== null) { if (Array.isArray(obj)) { // 배열인 경우 각 요소를 재귀적으로 처리 return obj.map(item => maskObjectStrings(item)) } else { // 객체인 경우 각 속성 값을 재귀적으로 처리 const maskedObj = {} for (const key in obj) { if (obj.hasOwnProperty(key)) { maskedObj[key] = maskObjectStrings(obj[key]) } } return maskedObj } } else if (typeof obj === 'string') { // 문자열인 경우 마스킹 return identifyAndMask(obj) } else { // 객체나 문자열이 아닌 경우 그대로 반환 return obj } } maskObjectStrings(data) maskObjectStrings(data2)
JSON.stringify
const data = [{ a: { name: "홍길동", b: { email: "abc@gmail.com", c: { phone: "01012341234" } }, } }] const data2 = { a: { name: "홍길동", b: { email: "abc@gmail.com", c: { phone: "01012341234" } }, } } function identifyAndMask(input) { let maskedInput = input if (isEmail(maskedInput)) { maskedInput = maskEmail(maskedInput) } if (isPhoneNumber(maskedInput)) { maskedInput = maskPhoneNumber(maskedInput) } if (isKoreanName(maskedInput)) { maskedInput = maskString(maskedInput) } return maskedInput } JSON.parse(identifyAndMask(JSON.stringify(data))) JSON.parse(identifyAndMask(JSON.stringify(data2)))

Rendered benchmark preparation results:

Suite status: <idle, ready to run>

Previous results

Test case name	Result
재귀 처리
JSON.stringify

Fastest: N/A

Slowest: N/A

Latest run results:

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Autogenerated LLM Summary (model llama3.2:3b, generated one year ago):

LLMs can make mistakes. Check important info.

Let's dive into the benchmark and explain what's being tested.

**Benchmark Definition**

The benchmark definition is a JavaScript function `maskObjectStrings` that takes an object as input and recursively masks sensitive information such as email addresses, phone numbers, and Korean names.

**Options Compared**

There are two different implementations of the `identifyAndMask` function:

1. **Recursive Implementation**: This implementation uses recursion to process each property of the object. It checks if a property is an email address, phone number, or Korean name, and if so, applies the corresponding masking function.
2. **Iterative Implementation**: This implementation uses iteration to process each property of the object. It checks if a property is an email address, phone number, or Korean name, and if so, applies the corresponding masking function.

**Pros and Cons**

1. **Recursive Implementation**
	* Pros:
		+ Easy to understand and implement
		+ Can handle nested objects easily
	* Cons:
		+ May cause stack overflow errors for very large objects due to recursive calls
		+ Can be slower than iterative implementations due to the overhead of recursive function calls
2. **Iterative Implementation**
	* Pros:
		+ Less likely to cause stack overflow errors
		+ Can be faster than recursive implementations
	* Cons:
		+ More complex to implement and understand
		+ May require more memory to store intermediate results

**Other Considerations**

1. **Use of JavaScript Primitives**: The benchmark uses JavaScript primitives such as `typeof` checks, which can affect the performance of the benchmark.
2. **Use of Regular Expressions**: The benchmark uses regular expressions to match email addresses and phone numbers, which can be computationally expensive.

**Benchmark Result**

The latest benchmark result shows that the recursive implementation is slower than the iterative implementation, with an average execution time of 324.39 executions per second compared to 198.02 executions per second for the iterative implementation.

Overall, the benchmark suggests that the iterative implementation may be a better choice for masking sensitive information in JavaScript objects due to its potential for better performance and reduced risk of stack overflow errors.

Related benchmarks:

masking performance (version: 1)

Comparing performance of: 재귀 처리 vs JSON.stringify

Created: 2 years ago by: Registered User

Jump to the latest result

재귀 처리

JSON.stringify

Suite status: <idle, ready to run>

Fastest: N/A

Slowest: N/A

No previous run results

Autogenerated LLM Summary (model llama3.2:3b, generated one year ago):