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MealQuest/internal/ai/harness/dedupe.go
T

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package harness
import (
"strings"
"unicode"
)
// SimilarThreshold is the token-set similarity at or above which two dinner
// names are the same dinner.
const SimilarThreshold = 0.85
// fillerWords carry no meaning in a dinner name and are dropped by
// Normalize.
var fillerWords = map[string]bool{
"easy": true, "best": true, "homemade": true, "quick": true, "simple": true,
"the": true, "a": true, "recipe": true, "classic": true,
}
//go:generate python3 gen_folds.py
// Normalize returns the comparable form of a dinner name: lowercased,
// combining marks (Unicode category Mn) dropped, precomposed and stroked
// letters folded to their base letters (see letterFolds) so composed and
// decomposed spellings are equal, apostrophes removed, other punctuation
// turned into spaces, filler words (see fillerWords) dropped and whitespace
// collapsed to single spaces. "Easy Chicken Tikka-Masala!" becomes
// "chicken tikka masala".
func Normalize(name string) string {
var b strings.Builder
for _, r := range strings.ToLower(name) {
switch {
case unicode.Is(unicode.Mn, r), r == '\'', r == '’':
// Combining accents and apostrophes join their neighbours.
case letterFolds[r] != "":
b.WriteString(letterFolds[r])
case unicode.IsLetter(r), unicode.IsDigit(r):
b.WriteRune(r)
default:
b.WriteRune(' ')
}
}
words := strings.Fields(b.String())
kept := words[:0]
for _, w := range words {
if !fillerWords[w] {
kept = append(kept, w)
}
}
return strings.Join(kept, " ")
}
// Similar reports whether a and b name the same dinner: the token-set
// similarity of their normalized forms is at least SimilarThreshold. A name
// with no words left after normalizing is similar to nothing.
func Similar(a, b string) bool {
return Similarity(a, b) >= SimilarThreshold
}
// Similarity is the token-set (Jaccard) similarity of a's and b's normalized
// forms, from 0 (no shared word) to 1 (the same words). A name with no words
// left after normalizing scores 0 against everything.
func Similarity(a, b string) float64 {
return similarity(tokenSet(a), tokenSet(b))
}
// tokenSet returns the distinct words of name's normalized form.
func tokenSet(name string) map[string]bool {
set := map[string]bool{}
for _, w := range strings.Fields(Normalize(name)) {
set[w] = true
}
return set
}
// similarity is the Jaccard index of a and b: shared words over all words.
// It is 0 when either set is empty.
func similarity(a, b map[string]bool) float64 {
if len(a) == 0 || len(b) == 0 {
return 0
}
shared := 0
for w := range a {
if b[w] {
shared++
}
}
return float64(shared) / float64(len(a)+len(b)-shared)
}
// DedupeSources are the dinner names a new suggestion must not repeat.
type DedupeSources struct {
Regulars []string
QuestLog []string
// Pending holds the names of suggestions not yet tried or passed.
Pending []string
// Declined holds the names of passed suggestions.
Declined []string
}
// Deduper answers whether a candidate dinner name repeats a known one.
type Deduper struct {
known []map[string]bool
}
// NewDeduper returns a Deduper over every name in src.
func NewDeduper(src DedupeSources) *Deduper {
d := &Deduper{}
for _, names := range [][]string{src.Regulars, src.QuestLog, src.Pending, src.Declined} {
for _, name := range names {
d.known = append(d.known, tokenSet(name))
}
}
return d
}
// IsDuplicate reports whether name is Similar to any known name.
func (d *Deduper) IsDuplicate(name string) bool {
candidate := tokenSet(name)
for _, k := range d.known {
if similarity(candidate, k) >= SimilarThreshold {
return true
}
}
return false
}