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Distribute elements across given number of buckets (evenly and based on weights)
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package main | |
import ( | |
"encoding/csv" | |
"fmt" | |
"math/rand" | |
"os" | |
"strconv" | |
) | |
func main() { | |
n, _ := strconv.Atoi(os.Args[1]) | |
seq := make([]int, n) | |
for i := 0; i < n; i++ { | |
seq[i] = i + 1 | |
} | |
buckets := bucketiseBiased(seq, []float64{1.0 / 6.0, 3.0 / 6.0, 2.0 / 6.0}) | |
for i, bucket := range buckets { | |
fmt.Printf("Bucket #%d has %d elements\n", i+1, len(bucket)) | |
} | |
fmt.Println("---") | |
buckets = bucketiseEven(seq, 3) | |
for i, bucket := range buckets { | |
fmt.Printf("Bucket #%d has %d elements\n", i+1, len(bucket)) | |
} | |
fmt.Println("---") | |
res := make(map[string]int) | |
data := []int{1, 2, 3, 4} | |
for i := 0; i < 600000; i++ { | |
shuffleKFY(data) | |
res[fmt.Sprintf("%#v", data)]++ | |
} | |
csv := csv.NewWriter(os.Stdout) | |
for k, v := range res { | |
csv.Write([]string{k, strconv.Itoa(v)}) | |
} | |
csv.Flush() | |
} | |
func bucketiseBiased(data []int, weights []float64) [][]int { | |
buckets := make([][]int, len(weights)) | |
for i, _ := range data { | |
bucket := biasedDice(weights) | |
buckets[bucket] = append(buckets[bucket], data[i]) | |
} | |
return buckets | |
} | |
func bucketiseEven(data []int, bucketsNum int) [][]int { | |
buckets := make([][]int, bucketsNum) | |
shuffleKFY(data) | |
minBucketSize := len(data) / bucketsNum | |
for bucket := 0; ; bucket++ { | |
if len(data) < minBucketSize { | |
buckets[bucket-1] = append(buckets[bucket-1], data...) | |
break | |
} else { | |
buckets[bucket] = data[:minBucketSize] | |
data = data[minBucketSize:] | |
} | |
} | |
return buckets | |
} | |
func shuffleKFY(data []int) { | |
for i := len(data) - 1; i > 0; i-- { | |
j := rand.Intn(i + 1) | |
data[i], data[j] = data[j], data[i] | |
} | |
} | |
func bucketiseEvenRR(data []int, bucketsNum int) [][]int { | |
buckets := make([][]int, bucketsNum) | |
i := 0 | |
total := len(data) | |
for i < total { | |
idx := rand.Intn(len(data)) | |
elem := data[idx] | |
data = append(data[:idx], data[idx+1:]...) | |
currBucket := i % bucketsNum | |
i++ | |
buckets[currBucket] = append(buckets[currBucket], elem) | |
} | |
return buckets | |
} | |
func biasedDice(weights []float64) int { | |
var sum float64 | |
for _, v := range weights { | |
sum += v | |
} | |
r := rand.Float64() / float64(sum) | |
for i, v := range weights { | |
r -= v | |
if r < 0 { | |
return i | |
} | |
} | |
panic("should not happen") | |
} |
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