forked from sveltejs/svelte
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathfuzzymatch.ts
236 lines (202 loc) · 5.57 KB
/
fuzzymatch.ts
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
export default function fuzzymatch(name: string, names: string[]) {
const set = new FuzzySet(names);
const matches = set.get(name);
return matches && matches[0] && matches[0][0] > 0.7 ? matches[0][1] : null;
}
// adapted from https://github.com/Glench/fuzzyset.js/blob/master/lib/fuzzyset.js
// BSD Licensed
const GRAM_SIZE_LOWER = 2;
const GRAM_SIZE_UPPER = 3;
// return an edit distance from 0 to 1
function _distance(str1: string, str2: string) {
if (str1 === null && str2 === null)
throw 'Trying to compare two null values';
if (str1 === null || str2 === null) return 0;
str1 = String(str1);
str2 = String(str2);
const distance = levenshtein(str1, str2);
if (str1.length > str2.length) {
return 1 - distance / str1.length;
} else {
return 1 - distance / str2.length;
}
}
// helper functions
function levenshtein(str1: string, str2: string) {
const current: number[] = [];
let prev;
let value;
for (let i = 0; i <= str2.length; i++) {
for (let j = 0; j <= str1.length; j++) {
if (i && j) {
if (str1.charAt(j - 1) === str2.charAt(i - 1)) {
value = prev;
} else {
value = Math.min(current[j], current[j - 1], prev) + 1;
}
} else {
value = i + j;
}
prev = current[j];
current[j] = value;
}
}
return current.pop();
}
const non_word_regex = /[^\w, ]+/;
function iterate_grams(value: string, gram_size = 2) {
const simplified = '-' + value.toLowerCase().replace(non_word_regex, '') + '-';
const len_diff = gram_size - simplified.length;
const results = [];
if (len_diff > 0) {
for (let i = 0; i < len_diff; ++i) {
value += '-';
}
}
for (let i = 0; i < simplified.length - gram_size + 1; ++i) {
results.push(simplified.slice(i, i + gram_size));
}
return results;
}
function gram_counter(value: string, gram_size = 2) {
// return an object where key=gram, value=number of occurrences
const result = {};
const grams = iterate_grams(value, gram_size);
let i = 0;
for (i; i < grams.length; ++i) {
if (grams[i] in result) {
result[grams[i]] += 1;
} else {
result[grams[i]] = 1;
}
}
return result;
}
function sort_descending(a, b) {
return b[0] - a[0];
}
class FuzzySet {
exact_set = {};
match_dict = {};
items = {};
constructor(arr: string[]) {
// initialization
for (let i = GRAM_SIZE_LOWER; i < GRAM_SIZE_UPPER + 1; ++i) {
this.items[i] = [];
}
// add all the items to the set
for (let i = 0; i < arr.length; ++i) {
this.add(arr[i]);
}
}
add(value: string) {
const normalized_value = value.toLowerCase();
if (normalized_value in this.exact_set) {
return false;
}
let i = GRAM_SIZE_LOWER;
for (i; i < GRAM_SIZE_UPPER + 1; ++i) {
this._add(value, i);
}
}
_add(value: string, gram_size: number) {
const normalized_value = value.toLowerCase();
const items = this.items[gram_size] || [];
const index = items.length;
items.push(0);
const gram_counts = gram_counter(normalized_value, gram_size);
let sum_of_square_gram_counts = 0;
let gram;
let gram_count;
for (gram in gram_counts) {
gram_count = gram_counts[gram];
sum_of_square_gram_counts += Math.pow(gram_count, 2);
if (gram in this.match_dict) {
this.match_dict[gram].push([index, gram_count]);
} else {
this.match_dict[gram] = [[index, gram_count]];
}
}
const vector_normal = Math.sqrt(sum_of_square_gram_counts);
items[index] = [vector_normal, normalized_value];
this.items[gram_size] = items;
this.exact_set[normalized_value] = value;
};
get(value: string) {
const normalized_value = value.toLowerCase();
const result = this.exact_set[normalized_value];
if (result) {
return [[1, result]];
}
let results = [];
// start with high gram size and if there are no results, go to lower gram sizes
for (
let gram_size = GRAM_SIZE_UPPER;
gram_size >= GRAM_SIZE_LOWER;
--gram_size
) {
results = this.__get(value, gram_size);
if (results) {
return results;
}
}
return null;
}
__get(value: string, gram_size: number) {
const normalized_value = value.toLowerCase();
const matches = {};
const gram_counts = gram_counter(normalized_value, gram_size);
const items = this.items[gram_size];
let sum_of_square_gram_counts = 0;
let gram;
let gram_count;
let i;
let index;
let other_gram_count;
for (gram in gram_counts) {
gram_count = gram_counts[gram];
sum_of_square_gram_counts += Math.pow(gram_count, 2);
if (gram in this.match_dict) {
for (i = 0; i < this.match_dict[gram].length; ++i) {
index = this.match_dict[gram][i][0];
other_gram_count = this.match_dict[gram][i][1];
if (index in matches) {
matches[index] += gram_count * other_gram_count;
} else {
matches[index] = gram_count * other_gram_count;
}
}
}
}
const vector_normal = Math.sqrt(sum_of_square_gram_counts);
let results = [];
let match_score;
// build a results list of [score, str]
for (const match_index in matches) {
match_score = matches[match_index];
results.push([
match_score / (vector_normal * items[match_index][0]),
items[match_index][1],
]);
}
results.sort(sort_descending);
let new_results = [];
const end_index = Math.min(50, results.length);
// truncate somewhat arbitrarily to 50
for (let i = 0; i < end_index; ++i) {
new_results.push([
_distance(results[i][1], normalized_value),
results[i][1],
]);
}
results = new_results;
results.sort(sort_descending);
new_results = [];
for (let i = 0; i < results.length; ++i) {
if (results[i][0] == results[0][0]) {
new_results.push([results[i][0], this.exact_set[results[i][1]]]);
}
}
return new_results;
};
}