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Elasticsearch Langdetect Plugin
This is an implementation of a plugin for Elasticsearch using the implementation of Nakatani Shuyo's language detector.
It uses 3-gram character and a Bayesian filter with various normalizations and feature sampling. The precision is over 99% for 53 languages.
The plugin offers a mapping type to specify fields where you want to enable language detection. Detected languages are indexed into a subfield of the field named 'lang', as you can see in the example. The field can be queried for language codes.
You can use the multi_field mapping type to combine this plugin with the attachment mapper plugin, to enable language detection in base64-encoded binary data. Currently, UTF-8 texts are supported only.
The plugin offers also a REST endpoint, where a short text can be posted to in UTF-8, and the plugin responds with a list of recognized languages.
Here is a list of languages code recognized:
af ar bg bn cs da de el en es et fa fi fr gu he hi hr hu id it ja kn ko lt lv mk ml mr ne nl no pa pl pt ro ru sk sl so sq sv sw ta te th tl tr uk ur vi zh-cn zh-tw
Versions
| Elasticsearch | Plugin | Release date |
|---|---|---|
| 1.3.1 | 1.3.0.0 | Jul 30, 2014 |
| 1.2.1 | 1.2.1.1 | Jun 18, 2014 |
Installation
./bin/plugin -install langdetect -url http://xbib.org/repository/org/xbib/elasticsearch/plugin/elasticsearch-langdetect/1.3.0.0/elasticsearch-langdetect-1.3.0.0-plugin.zip
Do not forget to restart the node after installing.
Checksum
| File | SHA1 |
|---|---|
| elasticsearch-langdetect-1.3.0.0-plugin.zip | e2dd56c72f19cec861141becd8beb18d7bb26ee6 |
| elasticsearch-langdetect-1.2.1.1-plugin.zip | cc3a0d5ccecf1210b96771dcb5c9935176e1cc35 |
| elasticsearch-langdetect-1.2.1.0.zip | c07b84e798e284ee238554c2b2bc065dfdb9114d |
Project docs
The Maven project site is available at Github
Issues
All feedback is welcome! If you find issues, please post them at Github
Examples
Language detection mapping example
curl -XDELETE 'localhost:9200/test'
curl -XPUT 'localhost:9200/test'
curl -XPOST 'localhost:9200/test/article/_mapping' -d '
{
"article" : {
"properties" : {
"content" : { "type" : "langdetect" }
}
}
}
'
curl -XPUT 'localhost:9200/test/article/1' -d '
{
"title" : "Some title",
"content" : "Oh, say can you see by the dawn`s early light, What so proudly we hailed at the twilight`s last gleaming?"
}
'
curl -XPUT 'localhost:9200/test/article/2' -d '
{
"title" : "Ein Titel",
"content" : "Einigkeit und Recht und Freiheit für das deutsche Vaterland!"
}
'
curl -XPUT 'localhost:9200/test/article/3' -d '
{
"title" : "Un titre",
"content" : "Allons enfants de la Patrie, Le jour de gloire est arrivé!"
}
'
curl -XGET 'localhost:9200/test/_refresh'
curl -XPOST 'localhost:9200/test/_search' -d '
{
"query" : {
"term" : {
"content.lang" : "en"
}
}
}
'
curl -XPOST 'localhost:9200/test/_search' -d '
{
"query" : {
"term" : {
"content.lang" : "de"
}
}
}
'
curl -XPOST 'localhost:9200/test/_search' -d '
{
"query" : {
"term" : {
"content.lang" : "fr"
}
}
}
'
Language detection with attachment mapper plugin example
curl -XDELETE 'localhost:9200/test'
curl -XPUT 'localhost:9200/test' -d '
{
"mappings" : {
"_default_" : {
"properties" : {
"content" : {
"type" : "attachment",
"fields" : {
"content" : {
"type" : "multi_field",
"fields" : {
"content" : { "type" : "string" },
"language" : { "type" : "langdetect" }
}
}
}
}
}
}
}
}
'
rm index.tmp
echo -n '{"content":"' >> index.tmp
echo "This is a very simple text in plain english" | base64 >> index.tmp
echo -n '"}' >> index.tmp
curl -XPOST --data-binary "@index.tmp" 'localhost:9200/test/docs/1'
rm index.tmp
curl -XPOST 'localhost:9200/test/_refresh'
curl -XGET 'localhost:9200/test/docs/_mapping?pretty'
curl -XPOST 'localhost:9200/test/docs/_search?pretty' -d '
{
"query" : {
"match" : {
"content" : "very simple"
}
}
}
'
curl -XPOST 'localhost:9200/test/docs/_search?pretty' -d '
{
"query" : {
"term" : {
"content.language.lang" : "en"
}
}
}
'
Language detection REST API Example
curl -XPOST 'localhost:9200/_langdetect?pretty' -d 'This is a test'
{
"ok" : true,
"languages" : [ {
"language" : "en",
"probability" : 0.9999971603535163
} ]
}
curl -XPOST 'localhost:9200/_langdetect?pretty' -d 'Das ist ein Test'
{
"ok" : true,
"languages" : [ {
"language" : "de",
"probability" : 0.9999993070517024
} ]
}
curl -XPOST 'localhost:9200/_langdetect?pretty' -d 'Datt isse ne test'
{
"ok" : true,
"languages" : [ {
"language" : "no",
"probability" : 0.5714251911820175
}, {
"language" : "de",
"probability" : 0.14285762298521493
}, {
"language" : "it",
"probability" : 0.14285706984044144
} ]
}
Credits
Thanks to Alexander Reelsen for his OpenNLP plugin, from where I have copied and adapted the mapping type analysis code.
License
Elasticsearch Langdetect Plugin
Derived work of language-detection by Nakatani Shuyo http://code.google.com/p/language-detection/
Copyright (C) 2012 Jörg Prante
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. you may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.