How can i implement a sublime-like fuzzy search on select2?
Example, typing \"sta jav sub\" would match \"Stackoverflow javascript sublime like\"
had difficulties with new select2, here what worked
$("#foo").select2({
matcher: matcher
});
function matcher(params, data) {
// return all opts if seachbox is empty
if(!params.term) {
return data;
} else if(data) {
var term = params.term.toUpperCase();
var option = data.text.toUpperCase();
var j = -1; // remembers position of last found character
// consider each search character one at a time
for (var i = 0; i < term.length; i++) {
var l = term[i];
if (l == ' ') continue; // ignore spaces
j = option.indexOf(l, j+1); // search for character & update position
if (j == -1) return false; // if it's not found, exclude this item
}
return data; // return option
}
}
Here's an alternate matching function. http://jsfiddle.net/trevordixon/pXzj3/4/
function match(search, text) {
search = search.toUpperCase();
text = text.toUpperCase();
var j = -1; // remembers position of last found character
// consider each search character one at a time
for (var i = 0; i < search.length; i++) {
var l = search[i];
if (l == ' ') continue; // ignore spaces
j = text.indexOf(l, j+1); // search for character & update position
if (j == -1) return false; // if it's not found, exclude this item
}
return true;
}
This one's faster (according to this test in Chrome), which may start to matter if you're filtering a lot of items.
I wrote some that works very much long Sublime Text's fuzzy match. Achieving this requires a few things.
First, match all characters from a pattern in sequence. Second, score matches such that certain matched characters are worth more points than other.
I came up with a few factors to check for. "CamelCase" letters or letters following a separator (space or underscore) are worth a lot of points. Consecutive matches are worth more. Results found near the start are worth more.
A critically important trick is to find the best matching character. Which is not necessarily the first. Consider fuzzy_match("tk", "The Black Knight"). There are two Ks which could be matched. The second is worth more points because it follows a space.
JavaScript code is below. There is some nuance which is described in more detail in a blog post. There's also an interactive demo. And full source (includes demo, plus C++ implementation) on GitHub.
GitHub
// Returns [bool, score, formattedStr]
// bool: true if each character in pattern is found sequentially within str
// score: integer; higher is better match. Value has no intrinsic meaning. Range varies with pattern.
// Can only compare scores with same search pattern.
// formattedStr: input str with matched characters marked in <b> tags. Delete if unwanted.
function fuzzy_match(pattern, str) {
// Score consts
var adjacency_bonus = 5; // bonus for adjacent matches
var separator_bonus = 10; // bonus if match occurs after a separator
var camel_bonus = 10; // bonus if match is uppercase and prev is lower
var leading_letter_penalty = -3; // penalty applied for every letter in str before the first match
var max_leading_letter_penalty = -9; // maximum penalty for leading letters
var unmatched_letter_penalty = -1; // penalty for every letter that doesn't matter
// Loop variables
var score = 0;
var patternIdx = 0;
var patternLength = pattern.length;
var strIdx = 0;
var strLength = str.length;
var prevMatched = false;
var prevLower = false;
var prevSeparator = true; // true so if first letter match gets separator bonus
// Use "best" matched letter if multiple string letters match the pattern
var bestLetter = null;
var bestLower = null;
var bestLetterIdx = null;
var bestLetterScore = 0;
var matchedIndices = [];
// Loop over strings
while (strIdx != strLength) {
var patternChar = patternIdx != patternLength ? pattern.charAt(patternIdx) : null;
var strChar = str.charAt(strIdx);
var patternLower = patternChar != null ? patternChar.toLowerCase() : null;
var strLower = strChar.toLowerCase();
var strUpper = strChar.toUpperCase();
var nextMatch = patternChar && patternLower == strLower;
var rematch = bestLetter && bestLower == strLower;
var advanced = nextMatch && bestLetter;
var patternRepeat = bestLetter && patternChar && bestLower == patternLower;
if (advanced || patternRepeat) {
score += bestLetterScore;
matchedIndices.push(bestLetterIdx);
bestLetter = null;
bestLower = null;
bestLetterIdx = null;
bestLetterScore = 0;
}
if (nextMatch || rematch) {
var newScore = 0;
// Apply penalty for each letter before the first pattern match
// Note: std::max because penalties are negative values. So max is smallest penalty.
if (patternIdx == 0) {
var penalty = Math.max(strIdx * leading_letter_penalty, max_leading_letter_penalty);
score += penalty;
}
// Apply bonus for consecutive bonuses
if (prevMatched)
newScore += adjacency_bonus;
// Apply bonus for matches after a separator
if (prevSeparator)
newScore += separator_bonus;
// Apply bonus across camel case boundaries. Includes "clever" isLetter check.
if (prevLower && strChar == strUpper && strLower != strUpper)
newScore += camel_bonus;
// Update patter index IFF the next pattern letter was matched
if (nextMatch)
++patternIdx;
// Update best letter in str which may be for a "next" letter or a "rematch"
if (newScore >= bestLetterScore) {
// Apply penalty for now skipped letter
if (bestLetter != null)
score += unmatched_letter_penalty;
bestLetter = strChar;
bestLower = bestLetter.toLowerCase();
bestLetterIdx = strIdx;
bestLetterScore = newScore;
}
prevMatched = true;
}
else {
// Append unmatch characters
formattedStr += strChar;
score += unmatched_letter_penalty;
prevMatched = false;
}
// Includes "clever" isLetter check.
prevLower = strChar == strLower && strLower != strUpper;
prevSeparator = strChar == '_' || strChar == ' ';
++strIdx;
}
// Apply score for last match
if (bestLetter) {
score += bestLetterScore;
matchedIndices.push(bestLetterIdx);
}
// Finish out formatted string after last pattern matched
// Build formated string based on matched letters
var formattedStr = "";
var lastIdx = 0;
for (var i = 0; i < matchedIndices.length; ++i) {
var idx = matchedIndices[i];
formattedStr += str.substr(lastIdx, idx - lastIdx) + "<b>" + str.charAt(idx) + "</b>";
lastIdx = idx + 1;
}
formattedStr += str.substr(lastIdx, str.length - lastIdx);
var matched = patternIdx == patternLength;
return [matched, score, formattedStr];
}
albertein's answer doesn't match Trevor's version because the original function performs matching on character basis and not on word basis. Here's a simpler one matching on character basis:
$("#element").select2({
matcher: function(term, text, opts) {
var pattern = term.replace(/\s+/g, '').split('').join('.*');
text.match(new RegExp(pattern, 'i'))
}
})
var fuzzysearch = function (querystrings, values) {
return !querystrings.some(function (q) {
return !values.some(function (v) {
return v.toLocaleLowerCase().indexOf(q) !== -1;
});
});
}
Example searching for title and author in book collection http://jsfiddle.net/runjep/r887etnh/2/
For a 9kb alternative which ranks the search result: http://kiro.me/projects/fuse.html
You may need a polyfill for the 'some' function https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/some
var books = [{
id: 1,
title: 'The Great Gatsby',
author: 'F. Scott Fitzgerald'
}, {
id: 2,
title: 'The DaVinci Code',
author: 'Dan Brown'
}, {
id: 3,
title: 'Angels & Demons',
author: 'Dan Brown'
}];
search = function () {
var queryarray = document.getElementById('inp').value.trim().toLowerCase().split(' ');
var res = books.filter(function (b) {
return fs(queryarray, [b.title, b.author]);
});
document.getElementById('res').innerHTML = res.map(function (b) {
return b.title + ' <i> ' + b.author + '</i>';
}).join('<br/> ');
}
fs = function (qs, vals) {
return !qs.some(function (q) {
return !vals.some(function (v) {
return v.toLocaleLowerCase().indexOf(q) !== -1;
});
});
}
<input id="inp" />
<button id="but" onclick="search()">Search</button>
<div id="res"></div>
function fuzzyMe(term, query) {
var score = 0;
var termLength = term.length;
var queryLength = query.length;
var highlighting = '';
var ti = 0;
// -1 would not work as this would break the calculations of bonus
// points for subsequent character matches. Something like
// Number.MIN_VALUE would be more appropriate, but unfortunately
// Number.MIN_VALUE + 1 equals 1...
var previousMatchingCharacter = -2;
for (var qi = 0; qi < queryLength && ti < termLength; qi++) {
var qc = query.charAt(qi);
var lowerQc = qc.toLowerCase();
for (; ti < termLength; ti++) {
var tc = term.charAt(ti);
if (lowerQc === tc.toLowerCase()) {
score++;
if ((previousMatchingCharacter + 1) === ti) {
score += 2;
}
highlighting += "<em>" + tc + "</em>";
previousMatchingCharacter = ti;
ti++;
break;
} else {
highlighting += tc;
}
}
}
highlighting += term.substring(ti, term.length);
return {
score: score,
term: term,
query: query,
highlightedTerm: highlighting
};
}
The above takes care of the fuzziness. Then you can just iterate over all your select 2 elements
$("#element").select2({
matcher: function(term, text, opt) {
return fuzzyMe(term, text).highlightedTerm;
}
});
Credit for fuzzy code -: https://github.com/bripkens/fuzzy.js