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process.go
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process.go
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package fuzzy
import (
"errors"
"fmt"
"sort"
)
type MatchPair struct {
Match string
Score int
}
type MatchPairs []*MatchPair
func (slice MatchPairs) Len() int {
return len(slice)
}
func (slice MatchPairs) Less(i, j int) bool {
return slice[i].Score > slice[j].Score
}
func (slice MatchPairs) Swap(i, j int) {
slice[i], slice[j] = slice[j], slice[i]
}
type alphaLengthSortPairs []*MatchPair
func (slice alphaLengthSortPairs) Len() int {
return len(slice)
}
func (slice alphaLengthSortPairs) Swap(i, j int) {
slice[i], slice[j] = slice[j], slice[i]
}
func (slice alphaLengthSortPairs) Less(i, j int) bool {
if len(slice[i].Match) != len(slice[j].Match) {
return len(slice[i].Match) > len(slice[j].Match)
}
return slice[i].Match < slice[j].Match
}
type optionalArgs struct {
processor func(string) string
scorer func(string, string) int
scoreCutoff int
processorSet bool
scorerSet bool
cutoffSet bool
}
func ExtractWithoutOrder(query string, choices []string, args ...interface{}) (MatchPairs, error) {
noProcess := func(s string) string {
return s
}
if len(args) > 3 {
return nil, errors.New("Expecting 3 or fewer optional parameters")
}
processor := func(s string) string {
return Cleanse(s, false)
}
scorer := func(s1, s2 string) int {
return WRatio(s1, s2)
}
scoreCutoff := 0
opts, err := parseArgs(args...)
if err != nil {
return nil, err
}
if opts.scorerSet {
scorer = opts.scorer
}
if opts.cutoffSet {
scoreCutoff = opts.scoreCutoff
}
if opts.processorSet {
processor = opts.processor
}
processedQuery := processor(query)
if !opts.scorerSet && !opts.processorSet {
// if using default scorer, set active processor to noProcess
// to avoid processing twice
processor = noProcess
}
results := MatchPairs{}
for _, choice := range choices {
processedChoice := processor(choice)
score := scorer(processedQuery, processedChoice)
if score >= scoreCutoff {
pair := &MatchPair{Match: choice, Score: score}
results = append(results, pair)
}
}
return results, nil
}
func parseArgs(args ...interface{}) (*optionalArgs, error) {
var processor func(string) string
var scorer func(string, string) int
var scoreCutoff int
processorSet, scorerSet, cutoffSet := false, false, false
for _, arg := range args {
switch v := arg.(type) {
default:
return nil, fmt.Errorf("not expecting optional argument of type %T", v)
case func(string) string:
if processorSet {
return nil, errors.New("expecting only one processing function of the form f(string)->string")
}
processor = arg.(func(string) string)
processorSet = true
case func(string, string) int:
if scorerSet {
return nil, errors.New("expecting only one scoring function of the form f(string,string)->int")
}
scorer = arg.(func(string, string) int)
scorerSet = true
case int:
if cutoffSet {
return nil, errors.New("expecting only one integer scoring cutoff")
}
scoreCutoff = arg.(int)
cutoffSet = true
}
}
opts := new(optionalArgs)
opts.processor = processor
opts.scorer = scorer
opts.scoreCutoff = scoreCutoff
opts.cutoffSet = cutoffSet
opts.scorerSet = scorerSet
opts.processorSet = processorSet
return opts, nil
}
func Extract(query string, choices []string, limit int, args ...interface{}) (MatchPairs, error) {
pairs, err := ExtractWithoutOrder(query, choices, args...)
if err != nil {
return nil, err
}
largestKPairs := largestKMatchPairs(pairs, limit)
return largestKPairs, nil
}
func ExtractOne(query string, choices []string, args ...interface{}) (*MatchPair, error) {
matches, err := ExtractWithoutOrder(query, choices, args...)
if err != nil {
return nil, err
}
bestPair, err := bestScoreMatchPair(matches)
if err != nil {
return nil, err
}
return bestPair, nil
}
func bestScoreMatchPair(pairs MatchPairs) (*MatchPair, error) {
bestPair := &MatchPair{}
bestScore := -1
for _, pair := range pairs {
if pair.Score > bestScore {
bestPair = pair
bestScore = pair.Score
}
}
if bestScore < 0 {
return nil, errors.New("no matches found between query and provided choices")
}
return bestPair, nil
}
func largestKMatchPairs(pairs MatchPairs, k int) MatchPairs {
//todo: implement priority queue algorithm
sort.Sort(pairs)
n := len(pairs)
if k > n {
k = n
}
if k > 0 {
return pairs[:k]
} else if k < 0 {
return pairs
}
return make(MatchPairs, 0)
}
func Dedupe(sliceWithDupes []string, args ...interface{}) ([]string, error) {
var scorer func(string, string) int
scorer = func(s1, s2 string) int {
return TokenSetRatio(s1, s2, true, true)
}
threshold := 70
for i, arg := range args {
switch i {
case 0:
t, err := arg.(int)
if err {
return nil, errors.New("expected first optional argument to be an integer")
}
threshold = t
case 1:
s, err := arg.(func(string, string) int)
if err {
return nil, errors.New("expected second optional argument to be a function of the form f(string,string)->int")
}
scorer = s
}
}
extracted := []string{}
for _, elem := range sliceWithDupes {
matches, err := Extract(elem, sliceWithDupes, -1, scorer)
if err != nil {
return nil, err
}
filtered := MatchPairs{}
for _, m := range matches {
if m.Score > threshold {
filtered = append(filtered, m)
}
}
if len(filtered) == 1 {
extracted = append(extracted, filtered[0].Match)
} else {
altPoints := alphaLengthSortPairs(filtered)
sort.Sort(altPoints)
extracted = append(extracted, altPoints[0].Match)
}
}
set := NewStringSet(extracted)
// dedupe extracted slice
extracted = set.ToSlice()
if len(extracted) == len(sliceWithDupes) {
return sliceWithDupes, nil
}
return extracted, nil
}