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go-zero/core/mathx/entropy.go

28 lines
423 B
Go

package mathx
import "math"
const epsilon = 1e-6
func CalcEntropy(m map[interface{}]int) float64 {
if len(m) == 0 || len(m) == 1 {
return 1
}
var entropy float64
var total int
for _, v := range m {
total += v
}
for _, v := range m {
proba := float64(v) / float64(total)
if proba < epsilon {
proba = epsilon
}
entropy -= proba * math.Log2(proba)
}
return entropy / math.Log2(float64(len(m)))
}