fast-text-win
v1.0.3
Published
Facebook FastText wrapper for Node.js, with tweeks for building on Windows using Visual Studio
Readme
Node.js Fast Text Wrapper
Prediction and nearest neighbour tools from Facebook Fast Text wrapped into Node.js packages.
More here: Facebook Fast Text.
First query takes more time, other queries not :)
Can be built on Windows using Visual Studio.
Prediction
There is a simple class for executing prediction models:
const path = require('path');
const { Classifier } = require('../main');
const model = path.resolve(__dirname, './classification.bin');
const classifier = new Classifier(model);
classifier.predict('how it works', 1, (err, res) => {
if (err) {
console.error(err);
} else if (res.length > 0) {
const tag = res[0].label; // __label__someTag
const score = res[0].valuel // 1.3455345
} else {
console.log('No matches');
}
});Nearest neighbour
There is a simple class for searching nearest neighbours:
const path = require('path');
const { Query } = require('../main');
const model = path.resolve(__dirname, './skipgram.bin');
const query = new Query(model);
query.nn('word', 10, (err, res) => {
if (err) {
console.error(err);
} else if (res.length > 0) {
const tag = res[0].label; // letter
const score = res[0].valuel // 0.99992
} else {
console.log('No matches');
}
});