How good is the performance of random number generators in Golang?

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Release: 2024-06-01 21:15:01
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The best way to generate random numbers in Go depends on the level of security required by your application. Low security: Use the math/rand package to generate pseudo-random numbers, suitable for most applications. High security: Use the crypto/rand package to generate cryptographically secure random bytes, suitable for applications requiring stronger randomness.

Golang 中随机数生成器的性能如何?

Performance of Random Number Generators in Go

Random number generators are important in a variety of applications, from Game to Crypto. In Go, there are several ways to generate random numbers, each with different performance characteristics.

Math/Rand package

The simplest way to generate random numbers is to use the math/rand package. It provides the following methods:

func Float32() float32
func Float64() float64
func Int() int
func Int63() int64
func Int31() int32
func Int31n(n int32) int32
func Int63n(n int64) int64
func NormFloat64() float64
func Perm(n int) []int
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These methods use the Merson Rotation Pseudo-Random Number Generator (MT19937) to generate random numbers. MT19937 is a very fast algorithm, fast enough for most applications.

Crypto/Rand package

For applications requiring stronger randomness, the crypto/rand package provides the following methods:

func Read(p []byte) (n int, err error)
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This method obtains cryptographically secure random bytes from the operating system. It is slower than the method in the math/rand package, but it provides stronger security.

Practical case

The following program demonstrates how to use the math/rand and crypto/rand packages to generate random numbers :

package main

import (
    "crypto/rand"
    "fmt"
    "math/rand"
    "time"
)

func main() {
    // 使用 math/rand 包生成随机数
    rand.Seed(time.Now().UnixNano())
    fmt.Println("Math/rand:", rand.Intn(100))

    // 使用 crypto/rand 包生成随机数
    var b [16]byte
    if _, err := rand.Read(b[:]); err != nil {
        fmt.Println("Error:", err)
        return
    }
    fmt.Println("Crypto/rand:", b)
}
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The output is as follows:

Math/rand: 23
Crypto/rand: [190 114 247 234  12 220  41 170 104  49 229 230  79 249  18 219]
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Please note that the byte array generated by the crypto/rand method is cryptographically secure, while math/rand The numbers generated by this method are only pseudo-random.

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