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leon/scripts/train/train-resolvers-model/train-global-resolvers.js
2023-03-27 21:51:40 +08:00

57 lines
1.7 KiB
JavaScript

import path from 'node:path'
import fs from 'node:fs'
import { composeFromPattern } from '@nlpjs/utils'
import { LogHelper } from '@/helpers/log-helper'
/**
* Train global resolvers
*/
export default (lang, nlp) =>
new Promise((resolve) => {
LogHelper.title('Global resolvers training')
const resolversPath = path.join(
process.cwd(),
'core',
'data',
lang,
'global-resolvers'
)
const resolverFiles = fs.readdirSync(resolversPath)
for (let i = 0; i < resolverFiles.length; i += 1) {
const resolverFileName = resolverFiles[i]
const resolverPath = path.join(resolversPath, resolverFileName)
const { name: resolverName, intents: resolverIntents } = JSON.parse(
fs.readFileSync(resolverPath, 'utf8')
)
const intentKeys = Object.keys(resolverIntents)
LogHelper.info(`[${lang}] Training "${resolverName}" resolver...`)
for (let j = 0; j < intentKeys.length; j += 1) {
const intentName = intentKeys[j]
const intent = `resolver.global.${resolverName}.${intentName}`
const intentObj = resolverIntents[intentName]
nlp.assignDomain(lang, intent, 'system')
for (let k = 0; k < intentObj.utterance_samples.length; k += 1) {
const utteranceSample = intentObj.utterance_samples[k]
// Achieve Cartesian training
const utteranceAlternatives = composeFromPattern(utteranceSample)
utteranceAlternatives.forEach((utteranceAlternative) => {
nlp.addDocument(lang, utteranceAlternative, intent)
})
}
}
LogHelper.success(`[${lang}] "${resolverName}" resolver trained`)
}
resolve()
})