crfsuite-js
v0.9.6
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Fork of the node-crfsuite, a NodeJS binding for CRFsuite
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node-crfsuite
This a a fork of the node-crfsuite A nodejs binding for crfsuite
This is a link to the CRFSuite library written by Naoaki Okazaki. CRF or Conditional Random Fields are a class of statistical modeling method often applied in pattern recognition and machine learning and used for structured prediction.
Installation
For most "standard" use cases (on Mac, Linux, or Windows on a x86 or x64 processor), node-crfsuite
will install nice and easy with:
npm install crfsuite --save
CRFSuite Tagger
const crfsuite = require('crfsuite')
const tagger = crfsuite.Tagger()
let is_opened = tagger.open('./path/to/crf.model')
console.log('File model is opened:', is_opened)
let tags = tagger.tag(input)
console.log('Tags: ', tags)
CRFSuite Trainer
const path = require('path')
const crfsuite = require('crfsuite')
const trainer = crfsuite.Trainer()
let model_filename = path.resolve('./model.crfsuite')
let xseq = [['walk'], ['walk', 'shop'], ['clean', 'shop']]
let yseq = ['sunny', 'sunny', 'rainy']
// submit training data to the trainer
trainer.append(xseq, yseq)
trainer.train(model_filename)
// output: ./model.crfsuite
Build from source
# clone the project
git clone https://github.com/vunb/node-crfsuite.git
# go to working folder
cd node-crfsuite
# install dependencies and tools
npm install
# build node-crfsuite from source
npm run build
# run unit-test
npm test
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