mirror of
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feat(server): (WIP) NLU refactoring
This commit is contained in:
louistiti
parent
763d19069b
commit
ca3f5f42da
856
package-lock.json
generated
856
package-lock.json
generated
@ -18,6 +18,7 @@
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"node_modules/@nlpjs/language": {
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@ -7758,6 +8127,11 @@
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@ -15192,6 +15566,24 @@
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@ -15310,8 +15702,7 @@
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@ -19546,6 +19937,14 @@
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"engines": {
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"node": ">= 6"
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}
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"engines": {
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@ -23391,9 +23790,9 @@
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}
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"@nlpjs/core": {
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@ -23413,23 +23812,391 @@
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"esprima": "^4.0.1"
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"resolved": "https://registry.npmjs.org/@nlpjs/lang-zh/-/lang-zh-4.22.7.tgz",
|
||||
"integrity": "sha512-aaYJurU5owbsUB4VlfCfGr6qS6HTqXUwvSaDxMnNi8uQmeLBIpnuXcEgMoVofq1amRqSuwA6Twez4KITBsO6lA==",
|
||||
"requires": {
|
||||
"@nlpjs/core": "^4.22.7"
|
||||
}
|
||||
},
|
||||
"@nlpjs/language": {
|
||||
"version": "4.22.7",
|
||||
"resolved": "https://registry.npmjs.org/@nlpjs/language/-/language-4.22.7.tgz",
|
||||
"integrity": "sha512-oz5PrPwsIharMGRKZbcIkDtOko5tvynK/s765Wu7fgRHaILXT0ZoqNR/kNeo9BQCsTLV0GvFJreQ/UFy1XGZew=="
|
||||
},
|
||||
"@nlpjs/language-min": {
|
||||
"version": "4.21.1",
|
||||
"resolved": "https://registry.npmjs.org/@nlpjs/language-min/-/language-min-4.21.1.tgz",
|
||||
@ -25523,6 +26290,11 @@
|
||||
"resolved": "https://registry.npmjs.org/dotenv/-/dotenv-10.0.0.tgz",
|
||||
"integrity": "sha512-rlBi9d8jpv9Sf1klPjNfFAuWDjKLwTIJJ/VxtoTwIR6hnZxcEOQCZg2oIL3MWBYw5GpUDKOEnND7LXTbIpQ03Q=="
|
||||
},
|
||||
"doublearray": {
|
||||
"version": "0.0.2",
|
||||
"resolved": "https://registry.npmjs.org/doublearray/-/doublearray-0.0.2.tgz",
|
||||
"integrity": "sha1-Yxhv6NNEEydtNiH2qg7F954ifvk="
|
||||
},
|
||||
"duplexer": {
|
||||
"version": "0.1.2",
|
||||
"resolved": "https://registry.npmjs.org/duplexer/-/duplexer-0.1.2.tgz",
|
||||
@ -31098,6 +31870,26 @@
|
||||
"integrity": "sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w==",
|
||||
"dev": true
|
||||
},
|
||||
"kuromoji": {
|
||||
"version": "0.1.2",
|
||||
"resolved": "https://registry.npmjs.org/kuromoji/-/kuromoji-0.1.2.tgz",
|
||||
"integrity": "sha512-V0dUf+C2LpcPEXhoHLMAop/bOht16Dyr+mDiIE39yX3vqau7p80De/koFqpiTcL1zzdZlc3xuHZ8u5gjYRfFaQ==",
|
||||
"requires": {
|
||||
"async": "^2.0.1",
|
||||
"doublearray": "0.0.2",
|
||||
"zlibjs": "^0.3.1"
|
||||
},
|
||||
"dependencies": {
|
||||
"async": {
|
||||
"version": "2.6.3",
|
||||
"resolved": "https://registry.npmjs.org/async/-/async-2.6.3.tgz",
|
||||
"integrity": "sha512-zflvls11DCy+dQWzTW2dzuilv8Z5X/pjfmZOWba6TNIVDm+2UDaJmXSOXlasHKfNBs8oo3M0aT50fDEWfKZjXg==",
|
||||
"requires": {
|
||||
"lodash": "^4.17.14"
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
"latest-version": {
|
||||
"version": "5.1.0",
|
||||
"resolved": "https://registry.npmjs.org/latest-version/-/latest-version-5.1.0.tgz",
|
||||
@ -31193,8 +31985,7 @@
|
||||
"lodash": {
|
||||
"version": "4.17.21",
|
||||
"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
|
||||
"integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==",
|
||||
"dev": true
|
||||
"integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg=="
|
||||
},
|
||||
"lodash.camelcase": {
|
||||
"version": "4.3.0",
|
||||
@ -34480,6 +35271,11 @@
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
"zlibjs": {
|
||||
"version": "0.3.1",
|
||||
"resolved": "https://registry.npmjs.org/zlibjs/-/zlibjs-0.3.1.tgz",
|
||||
"integrity": "sha1-UBl+2yihxCymWcyLTmqd3W1ERVQ="
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@ -64,6 +64,7 @@
|
||||
"@nlpjs/basic": "^4.22.0",
|
||||
"@nlpjs/builtin-microsoft": "^4.22.0",
|
||||
"@nlpjs/core-loader": "^4.22.0",
|
||||
"@nlpjs/lang-all": "^4.22.12",
|
||||
"@nlpjs/ner": "^4.22.0",
|
||||
"@nlpjs/nlp": "^4.22.0",
|
||||
"archiver": "^5.3.0",
|
||||
|
||||
@ -6,7 +6,7 @@ import path from 'path'
|
||||
import log from '@/helpers/log'
|
||||
import string from '@/helpers/string'
|
||||
|
||||
import { langs } from '@@/core/langs.json'
|
||||
// import { langs } from '@@/core/langs.json'
|
||||
|
||||
dotenv.config()
|
||||
|
||||
@ -16,50 +16,61 @@ dotenv.config()
|
||||
* npm run train [en or fr]
|
||||
*/
|
||||
export default () => new Promise(async (resolve, reject) => {
|
||||
const { argv } = process
|
||||
// const { argv } = process
|
||||
const packagesDir = 'packages'
|
||||
const modelFileName = 'server/src/data/leon-model.nlp'
|
||||
const lang = argv[2]
|
||||
/* const lang = argv[2]
|
||||
? argv[2].toLowerCase()
|
||||
: langs[process.env.LEON_LANG].short.toLowerCase().substr(0, 2)
|
||||
: langs[process.env.LEON_LANG].short.toLowerCase().substr(0, 2) */
|
||||
|
||||
try {
|
||||
const dock = await dockStart({ use: ['Basic'] })
|
||||
const dock = await dockStart({ use: ['Basic', 'LangEn', 'LangFr'] })
|
||||
|
||||
const nlp = dock.get('nlp')
|
||||
const nluManager = dock.get('nlu-manager')
|
||||
|
||||
nluManager.settings.log = false
|
||||
nluManager.settings.trainByDomain = true
|
||||
nluManager.settings.spellCheck = true
|
||||
nlp.settings.calculateSentiment = true
|
||||
nlp.settings.modelFileName = modelFileName
|
||||
nlp.settings.threshold = 0.8
|
||||
|
||||
nlp.addLanguage(lang)
|
||||
// TODO: grab from core/langs.json
|
||||
const langs = ['en', 'fr']
|
||||
|
||||
const packages = fs.readdirSync(packagesDir)
|
||||
.filter((entity) => fs.statSync(path.join(packagesDir, entity)).isDirectory())
|
||||
let utteranceSamplesObj = { }
|
||||
langs.forEach(async (lang) => {
|
||||
nlp.addLanguage(lang)
|
||||
|
||||
for (let i = 0; i < packages.length; i += 1) {
|
||||
log.info(`Training "${string.ucfirst(packages[i])}" package modules utterance samples...`)
|
||||
const packages = fs.readdirSync(packagesDir)
|
||||
.filter((entity) => fs.statSync(path.join(packagesDir, entity)).isDirectory())
|
||||
let utteranceSamplesObj = { }
|
||||
|
||||
utteranceSamplesObj = JSON.parse(fs.readFileSync(`${packagesDir}/${packages[i]}/data/expressions/${lang}.json`, 'utf8'))
|
||||
for (let i = 0; i < packages.length; i += 1) {
|
||||
log.info(`[${lang}] Training "${string.ucfirst(packages[i])}" package modules utterance samples...`)
|
||||
|
||||
const modules = Object.keys(utteranceSamplesObj)
|
||||
for (let j = 0; j < modules.length; j += 1) {
|
||||
const module = modules[j]
|
||||
const actions = Object.keys(utteranceSamplesObj[module])
|
||||
utteranceSamplesObj = JSON.parse(fs.readFileSync(`${packagesDir}/${packages[i]}/data/expressions/${lang}.json`, 'utf8'))
|
||||
|
||||
for (let k = 0; k < actions.length; k += 1) {
|
||||
const action = actions[k]
|
||||
const exprs = utteranceSamplesObj[module][action].utterance_samples
|
||||
const modules = Object.keys(utteranceSamplesObj)
|
||||
for (let j = 0; j < modules.length; j += 1) {
|
||||
const module = modules[j]
|
||||
const actions = Object.keys(utteranceSamplesObj[module])
|
||||
|
||||
nlp.assignDomain(lang, `${module}.${action}`, packages[i])
|
||||
for (let k = 0; k < actions.length; k += 1) {
|
||||
const action = actions[k]
|
||||
const exprs = utteranceSamplesObj[module][action].utterance_samples
|
||||
|
||||
for (let l = 0; l < exprs.length; l += 1) {
|
||||
nlp.addDocument(lang, exprs[l], `${module}.${action}`)
|
||||
nlp.assignDomain(lang, `${module}.${action}`, packages[i])
|
||||
|
||||
for (let l = 0; l < exprs.length; l += 1) {
|
||||
nlp.addDocument(lang, exprs[l], `${module}.${action}`)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
log.success(`"${string.ucfirst(module)}" module utterance samples trained`)
|
||||
log.success(`[${lang}] "${string.ucfirst(module)}" module utterance samples trained`)
|
||||
}
|
||||
}
|
||||
}
|
||||
})
|
||||
|
||||
try {
|
||||
await nlp.train()
|
||||
|
||||
@ -79,7 +79,14 @@ class Nlu {
|
||||
}
|
||||
|
||||
const lang = langs[process.env.LEON_LANG].short
|
||||
const result = await this.nlp.process(lang, utterance)
|
||||
const guessedLang = await this.nlp.guessLanguage(utterance)
|
||||
|
||||
console.log('guessedLang', guessedLang)
|
||||
console.log('sentiment', await this.nlp.getSentiment(utterance))
|
||||
|
||||
const result = await this.nlp.process(utterance)
|
||||
|
||||
console.log('result', result)
|
||||
|
||||
const {
|
||||
domain, intent, score
|
||||
|
||||
Loading…
Reference in New Issue
Block a user