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utils.js
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utils.js
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const { dirname } = require('path');
const __root = dirname(require.main.filename);
const fs = require('fs').promises;
const Tagger = require('wink-pos-tagger');
// See: https://winkjs.org/wink-pos-tagger/
const FORMAT_ERROR = 'Invalid file format.';
const tagger = Tagger();
const partsOfSpeech = [
'CC',
'CD',
'DT',
'EX',
'FW',
'IN',
'JJ',
'JJR',
'JJS',
'LS',
'MD',
'NN',
'NNS',
'NNP',
'NNPS',
'PDT',
'POS',
'PRP',
'PRP$',
'RB',
'RBR',
'RBS',
'RP',
'SYM',
'TO',
'UH',
'VB',
'VBD',
'VBG',
'VBN',
'VBP',
'VBZ',
'WDT',
'WP',
'WP$',
'WRB'
];
const suffixes = [
'ack',
'ail',
'ain',
'ake',
'ale',
'ame',
'an',
'ank',
'ap',
'are',
'ash',
'at',
'ate',
'aw',
'ay',
'eat',
'ell',
'est',
'ice',
'ick',
'ide',
'ight',
'ill',
'in',
'ine',
'ing',
'ink',
'ip',
'it',
'ock',
'oke',
'op',
'ore',
'ot',
'ug',
'ump',
'unk'
];
module.exports = {
alphabet: 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789#$%&',
vowels: 'aeiou',
y: 'y',
x: 'x',
w: 'w',
k: 'k',
j: 'j',
partsOfSpeech,
suffixes,
combineDocuments: async documents => {
let text = '';
for (const document of documents) {
const sourceFile = await fs.readFile(
`${__root}/training/documents/${document}.txt`
);
if (!sourceFile?.toString) {
throw new Error(FORMAT_ERROR);
}
const source = sourceFile.toString().trim();
text += `\n${source}`;
}
return text;
},
fetchEmbeddings: async name => {
const file = await fs.readFile(
`${__root}/training/embeddings/${name}.json`
);
const embeddings = JSON.parse(file.toString());
return embeddings;
},
getPartsOfSpeech: text => (
tagger.tagSentence(text)
),
isLowerCase: letter => (
letter === letter.toLowerCase() &&
letter !== letter.toUpperCase()
),
tokenize: input => (
input
.trim()
.replace(/[\p{P}$+<=>^`(\\\n)|~]/gu, ' ')
.split(' ')
)
};