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Diffstat (limited to 'packages/astro-parser/src/utils/fuzzymatch.ts')
-rw-r--r-- | packages/astro-parser/src/utils/fuzzymatch.ts | 233 |
1 files changed, 233 insertions, 0 deletions
diff --git a/packages/astro-parser/src/utils/fuzzymatch.ts b/packages/astro-parser/src/utils/fuzzymatch.ts new file mode 100644 index 000000000..4d17aafdf --- /dev/null +++ b/packages/astro-parser/src/utils/fuzzymatch.ts @@ -0,0 +1,233 @@ +// @ts-nocheck + +/** Utility for accessing FuzzySet */ +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; + } +} + +/** @url https://github.com/Glench/fuzzyset.js/blob/master/lib/fuzzyset.js#L18 */ +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, ]+/; + +/** @url https://github.com/Glench/fuzzyset.js/blob/master/lib/fuzzyset.js#L53 */ +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; +} + +/** @url https://github.com/Glench/fuzzyset.js/blob/master/lib/fuzzyset.js#L69 */ +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; +} + +/** @url https://github.com/Glench/fuzzyset.js/blob/master/lib/fuzzyset.js#L158 */ +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 j = 0; j < end_index; ++j) { + new_results.push([_distance(results[j][1], normalized_value), results[j][1]]); + } + results = new_results; + results.sort(sort_descending); + + new_results = []; + for (let j = 0; j < results.length; ++j) { + if (results[j][0] == results[0][0]) { + new_results.push([results[j][0], this.exact_set[results[j][1]]]); + } + } + + return new_results; + } +} |