Package Exports
- flexsearch
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Readme
Fastest and most memory efficient full text search library with zero dependencies.
When it comes to raw search speed FlexSearch outperforms every single searching library out there and also provides flexible search capabilities like multi-word matching, phonetic transformations or partial matching. It also has the most memory-efficient index. Keep in mind that updating items from the index has a significant cost. When your index needs to be updated continuously then BulkSearch may be a better choice. FlexSearch also provides you a non-blocking asynchronous processing model as well as web workers to perform any updates on the index as well as queries through dedicated threads.
Benchmark:
- Library Comparison: https://jsperf.com/compare-search-libraries
- BulkSearch vs. FlexSearch: https://jsperf.com/flexsearch
Supported Platforms:
- Browser
- Node.js
Supported Module Definitions:
- AMD (RequireJS)
- CommonJS (Node.js)
- Closure (Xone)
- Global (Browser)
All Features:
- Web-Worker Support (not available in Node.js)
- Partial Matching
- Multiple Words
- Flexible Word Order
- Phonetic Search
- Sorted by Scoring
- Limit Results
- Caching
- Asynchronous Mode
- Custom Matchers
- Custom Encoders
Web-Worker Support
Workers get its own dedicated memory. Especially for larger indexes, web worker improves speed and available memory a lot. FlexSearch index was tested with a 250 Mb text file including 10 Million words. The indexing was done silently in background by multiple parallel running workers in about 7 minutes and reserve ~ 8.2 Mb memory. The search result took ~ 0.25 ms!
Note: It is slightly faster to use no web worker when the index isn't too big (< 100,000 words).
Compare BulkSearch vs. FlexSearch
Description | BulkSearch | FlexSearch |
---|---|---|
Access | Read-Write optimized index | Read-Memory optimized index |
Memory | Large (~ 90 bytes per word) | Tiny (~ 2 bytes per word) |
Usage |
|
|
Limit Results | Yes | Yes |
Pagination | Yes | No |
Installation
HTML / Javascript
<html>
<head>
<script src="js/flexsearch.min.js"></script>
</head>
...
Note: Use flexsearch.min.js for production and flexsearch.js for development.
Use latest from CDN:
<script src="https://cdn.rawgit.com/nextapps-de/flexsearch/master/flexsearch.min.js"></script>
Node.js
npm install flexsearch
In your code include as follows:
var FlexSearch = require("flexsearch");
Or pass in options when requiring:
var index = require("flexsearch").create({/* options */});
AMD
var FlexSearch = require("./flexsearch.js");
API Overview
Global methods:
- FlexSearch.create(<options>)
- FlexSearch.addMatcher({KEY: VALUE})
- FlexSearch.register(name, encoder)
- FlexSearch.encode(name, string)
Index methods:
- Index.add(id, string)
- Index.search(string, <limit>, <callback>)
- Index.update(id, string)
- Index.remove(id)
- Index.reset()
- Index.destroy()
- Index.init(<options>)
- Index.info()
- Index.addMatcher({KEY: VALUE})
- Index.encode(string)
Usage
Create a new index
FlexSearch.create(<options>)
var index = new FlexSearch();
alternatively you can also use:
var index = FlexSearch.create();
Create a new index with custom options
var index = new FlexSearch({
// default values:
encode: "icase",
mode: "forward",
multi: false,
async: false,
cache: false
});
Read more: Phonetic Search, Phonetic Comparison, Improve Memory Usage
Add items to an index
Index.add_(id, string)
index.add(10025, "John Doe");
Search items
Index.search(string|options, <limit>, <callback>)
index.search("John");
Limit the result:
index.search("John", 10);
Perform queries asynchronously:
index.search("John", function(result){
// array of results
});
Update item to the index
Index.update(id, string)
index.update(10025, "Road Runner");
Remove item to the index
Index.remove(id)
index.remove(10025);
Reset index
index.reset();
Destroy the index
index.destroy();
Re-Initialize index
Index.init(<options>)
Note: Re-initialization will also destroy the old index!
Initialize (with same options):
index.init();
Initialize with new options:
index.init({
/* options */
});
Add custom matcher
FlexSearch.addMatcher({REGEX: REPLACE})
Add global matchers for all instances:
FlexSearch.addMatcher({
'ä': 'a', // replaces all 'ä' to 'a'
'ó': 'o',
'[ûúù]': 'u' // replaces multiple
});
Add private matchers for a specific instance:
index.addMatcher({
'ä': 'a', // replaces all 'ä' to 'a'
'ó': 'o',
'[ûúù]': 'u' // replaces multiple
});
Add custom encoder
Define a private custom encoder during creation/initialization:
var index = new FlexSearch({
encode: function(str){
// do something with str ...
return str;
}
});
Register a global encoder to be used by all instances
FlexSearch.register(name, encoder)
FlexSearch.register('whitespace', function(str){
return str.replace(/ /g, '');
});
Use global encoders:
var index = new FlexSearch({ encode: 'whitespace' });
Call encoders directly
Private encoder:
var encoded = index.encode("sample text");
var encoded = FlexSearch.encode("whitespace", "sample text");
Mixup/Extend multiple encoders
FlexSearch.register('mixed', function(str){
str = this.encode("icase", str); // built-in
str = this.encode("whitespace", str); // custom
return str;
});
FlexSearch.register('extended', function(str){
str = this.encode("custom", str);
// do something additional with str ...
return str;
});
Get info
index.info();
Returns information about the index, e.g.:
{
"bytes": 3600356288,
"id": 0,
"matchers": 0,
"size": 10000,
"status": false
}
Options
Option | Values | Description |
---|---|---|
mode |
"strict" "foward" "inverse" "full" |
The indexing mode. |
encode |
false "icase" "simple" "advanced" "extra" function(string):string |
The encoding type. Choose one of the built-ins or pass a custom encoding function. |
multi |
true false |
Enable multi word processing. |
cache |
true false |
Enable/Disable caching. |
async |
true false |
Enable/Disable asynchronous processing. |
Phonetic Encoding
Option | Description | Example | False-Positives | Compression |
---|---|---|---|---|
false | Turn off encoding |
Reference: "Björn-Phillipp Mayer" Matches: "Phil" |
no | no |
icase | Case in-sensitive encoding |
Reference: "Björn-Phillipp Mayer" Matches: "phil" |
no | no |
simple | Phonetic normalizations |
Reference: "Björn-Phillipp Mayer" Matches: "bjoern fillip" |
no | ~ 7% |
advanced | Phonetic normalizations + Literal transformations |
Reference: "Björn-Phillipp Mayer" Matches: "filip meier" |
no | ~ 35% |
extra | Phonetic normalizations + Soundex transformations |
Reference: "Björn-Phillipp Mayer" Matches: "byorn mair" |
yes | ~ 60% |
Compare Phonetic Encoder
Reference String: "Björn-Phillipp Mayer"
Query | iCase | Simple | Advanced | Extra |
---|---|---|---|---|
björn | yes | yes | yes | yes |
björ | yes | yes | yes | yes |
bjorn | no | yes | yes | yes |
bjoern | no | no | yes | yes |
philipp | no | no | yes | yes |
filip | no | no | yes | yes |
björnphillip | no | yes | yes | yes |
meier | no | no | yes | yes |
björn meier | no | no | yes | yes |
meier fhilip | no | no | yes | yes |
byorn mair | no | no | no | yes |
(false positives) | no | no | no | yes |
Compare Memory Usage
Note: The required memory depends on several options.
Encoding | Memory usage of every ~ 100,000 indexed words |
---|---|
"icase" (default) / false | 210 kb |
"simple" | 190 kb |
"advanced" | 150 kb |
"extra" | 90 kb |
Mode | Multiplied with: |
"strict" | x 1 |
"forward" (default) | x 1.5 |
"inverse" | x 2 |
"full" | x 2.3 |
Author FlexSearch: Thomas Wilkerling
License: Apache 2.0 License