2016-12-01 06:36:57 +00:00
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import Levenshtein from 'liblevenshtein';
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import _at from 'lodash/at';
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import _flatMap from 'lodash/flatMap';
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import _sortBy from 'lodash/sortBy';
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import _sortedUniq from 'lodash/sortedUniq';
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import _keys from 'lodash/keys';
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class KeyMap {
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keys: Array<String>;
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objectMap: {[String]: Array<Object>};
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priorityMap: {[String]: number}
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}
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const DEFAULT_RESULT_COUNT = 10;
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const DEFAULT_DISTANCE = 5;
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export default class FuzzyMatcher {
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/**
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* Given an array of objects and keys, returns a KeyMap
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* Keys can refer to object properties by name and as in JavaScript (for nested properties)
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*
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* To use, simply presort objects by required criteria, run through this function and create a FuzzyMatcher with the
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* resulting KeyMap.
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*
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* TODO: Handle arrays and objects (Fuse did this, RoomProvider uses it)
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*/
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static valuesToKeyMap(objects: Array<Object>, keys: Array<String>): KeyMap {
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const keyMap = new KeyMap();
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const map = {};
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const priorities = {};
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objects.forEach((object, i) => {
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const keyValues = _at(object, keys);
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console.log(object, keyValues, keys);
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for (const keyValue of keyValues) {
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if (!map.hasOwnProperty(keyValue)) {
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map[keyValue] = [];
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}
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map[keyValue].push(object);
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}
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priorities[object] = i;
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});
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keyMap.objectMap = map;
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keyMap.priorityMap = priorities;
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keyMap.keys = _sortBy(_keys(map), [value => priorities[value]]);
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return keyMap;
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}
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constructor(objects: Array<Object>, options: {[Object]: Object} = {}) {
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this.options = options;
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this.keys = options.keys;
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this.setObjects(objects);
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}
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setObjects(objects: Array<Object>) {
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this.keyMap = FuzzyMatcher.valuesToKeyMap(objects, this.keys);
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console.log(this.keyMap.keys);
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this.matcher = new Levenshtein.Builder()
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.dictionary(this.keyMap.keys, true)
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.algorithm('transposition')
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.sort_candidates(false)
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.case_insensitive_sort(true)
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2017-02-09 22:56:36 +00:00
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.include_distance(true)
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2016-12-01 06:36:57 +00:00
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.maximum_candidates(this.options.resultCount || DEFAULT_RESULT_COUNT) // result count 0 doesn't make much sense
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.build();
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}
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match(query: String): Array<Object> {
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const candidates = this.matcher.transduce(query, this.options.distance || DEFAULT_DISTANCE);
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2017-02-09 22:56:36 +00:00
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// TODO FIXME This is hideous. Clean up when possible.
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const val = _sortedUniq(_sortBy(_flatMap(candidates, candidate => {
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return this.keyMap.objectMap[candidate[0]].map(value => {
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return {
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distance: candidate[1],
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...value,
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};
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});
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}),
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[candidate => candidate.distance, candidate => this.keyMap.priorityMap[candidate]]));
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console.log(val);
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return val;
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2016-12-01 06:36:57 +00:00
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}
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}
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