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chunk.go
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package mbpe
type Chunk struct {
src string
n int
bounds []int
morphs []int
alpha float64
}
type Change struct {
delta float64
update bool
}
func NewChunk(src string, n int, splits []string, alpha float64) *Chunk {
bounds := []int{0}
for _, r := range src {
j := bounds[len(bounds)-1] + len(string(r))
bounds = append(bounds, j)
}
var morphs []int
if len(splits) > 1 {
morphs = make([]int, 0)
i := 0
for _, sub := range splits[:len(splits)-1] {
i += len(sub)
morphs = append(morphs, i)
}
}
// suffixes := []string{"ing", "s", "ed"}
//
// for _, suffix := range suffixes {
// if strings.HasSuffix(src, suffix) {
// morphs = append(morphs, len(src)-len(suffix))
// }
// }
return &Chunk{
src: src,
n: n,
bounds: bounds,
morphs: morphs,
alpha: alpha,
}
}
func (c *Chunk) Split(segments []string) {
var morphs []int
if len(segments) > 1 {
morphs = make([]int, 0)
i := 0
for _, sub := range segments[:len(segments)-1] {
i += len(sub)
morphs = append(morphs, i)
}
}
c.morphs = morphs
}
func (c *Chunk) Alpha(alpha float64) {
c.alpha = alpha
}
func (c *Chunk) Pairs() []Pair {
pairs := make([]Pair, len(c.bounds)-2)
for i := 0; i < len(c.bounds)-2; i++ {
pairs[i] = Pair{
c.src[c.bounds[i]:c.bounds[i+1]],
c.src[c.bounds[i+1]:c.bounds[i+2]],
}
}
return pairs
}
func (c *Chunk) WeightedPairs() ([]Pair, []float64, float64) {
pairs := c.Pairs()
if len(pairs) == 0 {
return pairs, []float64{}, 0.0
}
clashes := make([]bool, len(pairs))
nClashes := 0
for i := 0; i < len(c.bounds)-2; i++ {
lower := c.bounds[i]
upper := c.bounds[i+2]
for _, b := range c.morphs {
if b > lower && b < upper {
clashes[i] = true
nClashes++
break
}
}
}
weights := make([]float64, len(pairs))
n := float64(len(weights))
k := float64(nClashes)
for i := range pairs {
var w float64
if clashes[i] {
w = (1 - c.alpha) + (c.alpha * (k - 1) / n)
} else {
w = 1 + (c.alpha * k / n)
}
weights[i] = w
}
epsilon := c.alpha * k / n // no merge
for i := range weights {
weights[i] *= float64(c.n)
}
epsilon *= float64(c.n)
return pairs, weights, epsilon
}
func (c *Chunk) MergePairIdx(i int) {
if i > len(c.bounds)-2 {
panic("merge out of bounds")
}
c.bounds = append(c.bounds[:i+1], c.bounds[i+2:]...)
}
func (c *Chunk) MergePair(left, right string) {
for i := 0; i < len(c.bounds)-2; i++ {
l := c.src[c.bounds[i]:c.bounds[i+1]]
r := c.src[c.bounds[i+1]:c.bounds[i+2]]
if l == left && r == right {
c.MergePairIdx(i)
c.MergePair(left, right)
return
}
}
}
func (c *Chunk) TrackedMerge(merge Merge) (map[Pair]Change, float64) {
changes := make(map[Pair]Change)
pairsBefore, weightsBefore, epsilonBefore := c.WeightedPairs()
c.MergePair(merge.pair[0], merge.pair[1])
pairsAfter, weightsAfter, epsilonAfter := c.WeightedPairs()
before := make(map[Pair]float64)
after := make(map[Pair]float64)
for i, pair := range pairsBefore {
before[pair] += weightsBefore[i]
}
for i, pair := range pairsAfter {
after[pair] += weightsAfter[i]
}
for pair, weightBefore := range before {
if weightAfter, ok := after[pair]; ok {
if weightBefore == weightAfter {
continue
}
changes[pair] = Change{
delta: weightAfter - weightBefore,
update: true,
}
} else {
changes[pair] = Change{
delta: -weightBefore,
update: false, // remove
}
}
}
for pair, weightAfter := range after {
if _, ok := before[pair]; !ok {
changes[pair] = Change{
delta: weightAfter,
update: false, // add
}
}
}
return changes, epsilonAfter - epsilonBefore
}
func (c *Chunk) Tokens() []string {
r := make([]string, 0, len(c.bounds)-1)
for i := 0; i < len(c.bounds)-1; i++ {
r = append(r, c.src[c.bounds[i]:c.bounds[i+1]])
}
return r
}