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simulate range sizes with a log-normal path size distribution
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package main | |
import ( | |
"fmt" | |
"math" | |
"time" | |
"golang.org/x/exp/rand" | |
"gonum.org/v1/gonum/stat/distuv" | |
) | |
// trial runs a single trial of sampling a value X from rv and using r to stop with probabilty | |
// t/X. | |
func trial(r *rand.Rand, rv func() float64, t float64) int { | |
for i := 1; ; i++ { | |
x := rv() | |
if r.Float64() < t/x { | |
return i | |
} | |
} | |
} | |
// expected estimates the expected value of trial. | |
func expected(trialer func() int) float64 { | |
const n = 50000 | |
sum := 0 | |
for i := 0; i < n; i++ { | |
sum += trialer() | |
} | |
return float64(sum) / float64(n) | |
} | |
func main() { | |
// estimate the expected value of a stopping time | |
source := rand.NewSource(uint64(time.Now().UnixNano())) | |
n := &distuv.LogNormal{ | |
Mu: 7.0, | |
Sigma: 2, | |
Src: source, | |
} | |
r := rand.New(source) | |
num := expected(func() int { | |
return trial(r, n.Rand, 1) | |
}) | |
fmt.Println("stop: ", num) | |
avg := expected(func() int { | |
return int(math.Ceil(n.Rand())) | |
}) | |
fmt.Println("value: ", avg) | |
fmt.Println("total size: ", num*avg) | |
} |
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