kirillfx / ner-ms

NER as a (Micro)Service

NER as a (Micro)Service

The aim of the project is to provide NER using MITIE for Ukrainian language without the need of installing MITIE.

Usage

Docker

Easiest way to run it though the Docker (even on Windows). Once you have Docker installed, do the following:

docker run -it -p 8080:8080 chaliy/ner-ms

Image Variants

• chaliy/ner-ms:uk Ukrainian NER using Lang-UK model
• chaliy/ner-ms:en English NER using default MITIE model
• chaliy/ner-ms:ru Russian NER using Lang-UK model

Examples

Curl

Show info about service

curl http://localhost:8080/

Extract named entities for already tokenized text

curl -X POST -H "Content-Type: application/json; charset=UTF-8" -d '{ "tokens": ["Несе","Галя","воду",",","Коромисло","гнеться" ]}' http://localhost:8080/

Postman

You can get Postman collection from https://www.getpostman.com/collections/c6db7bb555fc76ab57f5

References

Work is based or adaptation of this projects:

• https://github.com/unchartedsoftware/mitie-server - Docker image to serve MITIE
• http://lang.org.ua/models/ - MITIE NER model for UK
• https://github.com/mit-nlp/MITIE - MITIE itself

License

MIT