/
similar.go
159 lines (132 loc) · 2.86 KB
/
similar.go
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package scraper
import (
"fmt"
"unicode/utf8"
"github.com/aglide100/dak-keyword/pkg/models"
)
func RemoveSimilar(arr []models.TweetArticle, threshold float64) []models.TweetArticle {
var result []models.TweetArticle
distances := make([][]float64, len(arr))
for i := range distances {
distances[i] = make([]float64, len(arr))
for j := range distances[i] {
distances[i][j] = levenshtein(arr[i].PreprocessedText, arr[j].PreprocessedText, nil, false)
}
}
deleted := make([]bool, len(arr))
for i := range arr {
if deleted[i] {
continue
}
var similar []int
for j := i + 1; j < len(arr); j++ {
if !deleted[j] && distances[i][j] <= threshold {
similar = append(similar, j)
}
}
var maxSim float64 = -1
var maxSimIdx int = -1
for _, idx := range similar {
if distances[i][idx] > maxSim {
maxSim = distances[i][idx]
maxSimIdx = idx
}
}
if maxSimIdx != -1 {
result = append(result, arr[maxSimIdx])
deleted[maxSimIdx] = true
} else {
result = append(result, arr[i])
}
}
return result
}
const minLengthThreshold = 32
func levenshtein(a string, b string, cost map[[2]string]int, debug bool) float64 {
if len(a) == 0 {
return float64(utf8.RuneCountInString(b))
}
if len(b) == 0 {
return float64(utf8.RuneCountInString(a))
}
if a == b {
return 0
}
if cost == nil {
cost = make(map[[2]string]int)
}
substitution_cost := func(c1, c2 string) uint16 {
if c1 == c2 {
return 0
}
return uint16(cost[[2]string{c1, c2}])
}
s1 := []rune(a)
s2 := []rune(b)
if len(s1) > len(s2) {
s1, s2 = s2, s1
}
lenS1 := len(s1)
lenS2 := len(s2)
var x []uint16
if lenS1+1 > minLengthThreshold {
x = make([]uint16, lenS1+1)
} else {
x = make([]uint16, minLengthThreshold)
x = x[:lenS1+1]
}
for i := 1; i < len(x); i++ {
x[i] = uint16(i)
}
_ = x[lenS1]
matrix := make([][]uint16, lenS2+1)
for i := range matrix {
matrix[i] = make([]uint16, lenS1+1)
matrix[i][0] = uint16(i)
}
for j := range matrix[0] {
matrix[0][j] = uint16(j)
}
for i := 1; i <= lenS2; i++ {
prev := uint16(i)
for j := 1; j <= lenS1; j++ {
current := x[j-1]
if s2[i-1] != s1[j-1] {
substitution := prev + substitution_cost(string(s1[j-1:j]), string(s2[i-1:i]))
current = min(substitution, x[j-1]+1, x[j]+1)
}
x[j-1] = prev
prev = current
if debug {
if j == 1 {
fmt.Printf("[%2d]", i)
}
fmt.Printf("%2d ", matrix[i][j])
}
matrix[i][j] = current
}
x[lenS1] = prev
if debug {
fmt.Println()
}
}
if debug {
fmt.Println("\n[Result]")
for i := range matrix {
fmt.Println(matrix[i])
}
}
return float64(x[lenS1])
}
func min(nums ...uint16) uint16 {
if len(nums) == 0 {
return 0
}
res := nums[0]
for _, num := range nums[1:] {
if num < res {
res = num
}
}
return res
}