How good is the performance of random number generators in Golang?
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.
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
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)
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) }
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]
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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