Chatbot Workshop
zaoldyeck @
Vincent Chiang @
江品陞 @
Slide @
Source Code @
Vincent Chiang
Goals
- Understanding the whole chatbot architecture
- Coding yourself（助教常見問題集）
- Build your own chatbot like https://line.me/R/ti/p/ZT9CL4R4bP
Multi Skills
NLU
Visualization
We will use
Scenario
Line Cloud
Webhook
NLU
Intent, Slots
Third-party APIs
Intent A
Intent B
Intent C
Intent D
Intent E
Fetch data by intent
Web Server
Line Cloud
Send Message to User
Third-party APIs
Intent A
Intent B
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Your first echo chatbot
$ mkdir project_name # 建立專案目錄
$ cd project_name # 移動工作目錄至至專案目錄
$ npm init # npm 初始化
$ npm install nodemon bottender md5 axios @kkbox/kkbox-js-sdk --save # 安裝套件
$ vi package.json # 編輯 package.json, 內容在下面連結
$ vi config.js # 新增&編輯 config.js, 內容在下面連結
$ mkdir src # 建立資料夾 srcupdate package.json
add config.js
Update package.json
{
"name": "integration-chatbot",
"version": "1.0.0",
"private": true,
"scripts": {
"dev": "nodemon src/index.js",
"start": "node src/index.js"
},
"dependencies": {
"@kkbox/kkbox-js-sdk": "^1.3.3",
"axios": "^0.18.0",
"bottender": "0.14.34",
"md5": "^2.2.1",
"nodemon": "1.17.5"
}
}Fill config.js(See following slides)
module.exports = {
line: {
channelSecret: 'your_line_channel_secret',
accessToken: 'your_line_channel_access_token'
},
messenger: {
accessToken: '',
appSecret: '',
verifyToken: '',
},
telegram: {
accessToken: '',
},
olami: {
appKey: 'your_olami_app_key',
appSectet: 'your_olami_app_sectet'
},
kkbox: {
id: 'your_kkbox_app_id',
secret: 'your_kkbox_app_secret'
}
}
Start coding
$ vi src/index.js # 新增 index.js 主程式, 內容在下面連結
$ vi src/handler.js # 新增 handler.js, 內容在下面連結
Project Directory
├── src
| ├── handler.js
| └── index.js
├── config.js
├── package.json
└── package-lock.jsonadd index.js
add handler.js
index.js
const express = require('express')
const bodyParser = require('body-parser')
const {LineBot} = require('bottender')
const {registerRoutes} = require('bottender/express')
const {lineHandler} = require('./handler')
const config = require('../config')
const server = new express()
server.use(
bodyParser.json({
verify: (req, res, buf) => {
req.rawBody = buf.toString()
}
})
)
const bots = {
line: new LineBot(config.line).onEvent(lineHandler)
}
registerRoutes(server, bots.line, {path: '/line'})
server.listen(process.env.PORT || 5000, () => {
console.log('server is listening on 5000 port...')
})const {LineHandler} = require('bottender')
exports.lineHandler = new LineHandler()
.onText(async context => {
const text = context.event.text
const reply = text
await context.replyText(reply)
}
)handler.js
Running server
$ npm run dev # 執行程式, 等同於指令 nodemon src/index.js, 之後維持在 background 運作
# 開新的 Terminal
$ ngrok http 5000 # 利用 ngrok 建立 public domain 至 localhost 5000 port 的 poxy, 之後維持在 background 運作
Webhook
ngrok server
proxy
ngrok client
Node.js HTTP server
listen port 5000
localhost
Line Cloud
ngrok server
proxy
ngrok client
localhost
Generate Message
Send Message to User
Line Cloud
Setting webhook
Try it
What is NLU?
高雄今天天氣如何？
台積電的股價
播放周杰倫的告白氣球
Grammar：<stock_name>的股價
Intent：stock
Slot：台積電
Grammar：播放<artist_name>的<track_name>
Intent：play_music
Slot：artist_name => 周杰倫,
track_name => 告白氣球
Grammar：<locate>今天天氣如何？
Intent：weather
Slot：高雄
Line Cloud
Webhook
Third-party APIs
Weather API
Intent B
Intent C
Intent D
Intent E
Fetch Weather Data
NLU
Web Server
高雄今天天氣如何？
Intent: weather
Slots: {locate: 高雄, date: today}
Line Cloud
Third-party APIs
Weather API
Intent B
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Send Message to User
高雄今天天氣晴，室溫 28 度
Add NLU feature
- Rule-based
- Default IDS module skill
- Can add custom skill
Add NLU feature
# 開新的 Terminal
$ mkdir src/nlp
$ vi src/nlp/Olami.js
$ vi src/handler.js
Project Directory
├── src
| ├── nlp
| | └── Olami.js
| ├── handler.js
| └── index.js
├── config.js
├── package.json
└── package-lock.jsonadd Olami.js
update handler.js
Olami.js(API doc)
const config = require('../../config')
const axios = require('axios')
const md5 = require('md5')
class Olami {
constructor(appKey = config.olami.appKey, appSecret = config.olami.appSectet, inputType = 1) {
this.URL = 'https://tw.olami.ai/cloudservice/api'
this.appKey = appKey
this.appSecret = appSecret
this.inputType = inputType
}
nli(text, cusid = null) {
const timestamp = Date.now()
return axios.post(this.URL, {}, {
params: {
appkey: this.appKey,
api: 'nli',
timestamp: timestamp,
sign: md5(`${this.appSecret}api=nliappkey=${this.appKey}timestamp=${timestamp}${this.appSecret}`),
cusid: cusid,
rq: JSON.stringify({'data_type': 'stt', 'data': {'input_type': this.inputType, 'text': text}})
}
}).then(response => {
return response.data.data.nli[0].desc_obj.result
})
}
}
module.exports = new Olami()Update handler.js
const {LineHandler} = require('bottender')
const olami = require('./nlp/Olami')
exports.lineHandler = new LineHandler()
.onText(async context => {
const text = context.event.text
const userId = context._session.user.id
const reply = await olami.nli(text, userId)
await context.replyText(reply)
}
)
Try it
Something strange,
why?
IDS modules(Doc)
// NLU API 回傳格式
{
"data": {
"nli": [
{
"desc_obj" : {
"result" : "",
"status" : int
},
"data_obj" : [
{
"xxx" : ""
}
],
"type" : "xxx"
}
]
},
"status": "ok"
}// 今天星期幾？
{
"data": {
"nli": [
{
"desc_obj": {
"result": "今天是2017年9月13號星期三。",
"status": 0
},
"type": "date"
}
]
},
"status": "ok"
}// 講個笑話
{
"data": {
"nli": [
{
"desc_obj": {
"result": "好的，那你聽好嘍。",
"name": "",
"type": "joke",
"status": 0
},
"data_obj": [
{
"content": "海邊，爸爸指著快要落下的太陽神氣的喊道：“下去，下去！”不一會兒，太陽果然下去了，孩童也看呆了，一面鼓掌，一面説：“爸爸，再來一次，再來一次！” "
}
],
"type": "joke"
}
]
},
"status": "ok"
}Selection type(Doc)
// 今日新聞
{
"data": {
"nli": [
{
"desc_obj": {
"result":"主人，查看詳情，請說第幾條，更多新聞，請說下一頁。",
"type":"news",
"status":0
},
"data_obj": [
{
"image_url":"https://static.ettoday.net/images/2922/b2922335.jpg",
"ref_url":"http://feedproxy.google.com/~r/ettoday/star/~3/8MAnn0ZHPv8/1051340.htm",
"time":"2017-11-13",
"detail":"愷樂近日推出第二波主打《三人行》，特邀老闆羅志祥、好友鼓鼓跨刀演唱，這首歌最初構想來自羅志祥，他親自打電話向好友鼓鼓邀歌，不只譜曲還要寫詞，而且還特別要求要三人對唱。而兩人也分享追求女生的方法，沒想到",
"title":"愷樂尬鼓鼓、羅志祥合唱！ 「2天寫曲」互飆Rap帥炸"
},
{
"image_url":"https://static.ettoday.net/images/2922/b2922289.jpg",
"ref_url":"http://feedproxy.google.com/~r/ettoday/star/~3/Gv3ZxlCBeAA/1051326.htm",
"time":"2017-11-13",
"detail":"小甜甜張可昀及王宇婕隨著《閨蜜的奇幻旅程》赴泰國錄影，製作單位幫她完成三年多來的心願。這次閨蜜的旅程中邀請甜甜的乾姊加入，製作單位騙她將出發去某一個比較遠的廟宇參拜，沒想到一下車眼前出現的是乾姊與龍波",
"title":"小甜甜懼怕跳水 王宇婕一把抱住：相信我會接住妳"
}...
],
"type":"selection"
}
]
},
"status": "ok"
}Implement intent detection
const config = require('../../config')
const axios = require('axios')
const md5 = require('md5')
class Olami {
constructor(appKey = config.olami.appKey, appSecret = config.olami.appSectet, inputType = 1) {
this.URL = 'https://tw.olami.ai/cloudservice/api'
this.appKey = appKey
this.appSecret = appSecret
this.inputType = inputType
}
nli(text, cusid = null) {
const timestamp = Date.now()
return axios.post(this.URL, {}, {
params: {
appkey: this.appKey,
api: 'nli',
timestamp: timestamp,
sign: md5(`${this.appSecret}api=nliappkey=${this.appKey}timestamp=${timestamp}${this.appSecret}`),
cusid: cusid,
rq: JSON.stringify({'data_type': 'stt', 'data': {'input_type': this.inputType, 'text': text}})
}
}).then(response => {
const nli = response.data.data.nli[0];
return this._intentDetection(nli)
})
}
_intentDetection(nli) {
const type = nli.type
const desc = nli.desc_obj
const data = nli.data_obj
function handleSelectionType(desc) {
const descType = desc.type
switch (descType) {
case 'news':
return desc.result + '\n\n' + data.map((el, index) => index + 1 + '. ' + el.title).join('\n')
case 'poem':
return // TODO
case 'cooking':
return // TODO
default:
return '對不起，你說的我還不懂，能換個說法嗎？'
}
}
switch (type) {
case 'kkbox':
return (data.length > 0) ? data[0].url : desc.result
case 'ds':
return desc.result + '\n請用 /help 指令看看我能怎麼幫助您'
case 'selection':
return handleSelectionType(desc)
case 'news':
return data[0].detail
case 'baike':
return data[0].description
case 'joke':
return // TODO
case 'cooking':
return // TODO
default:
return desc.result
}
}
}
module.exports = new Olami()update Olami.js
Well done!
Add music skill
Line Cloud
Webhook
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Fetch Music Data
NLU
Web Server
播放古典音樂類型的歌
Intent: music_play_playlist
Slots: {keyword: 古典音樂}
Line Cloud
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Send Message to User
- 播放<track_name><{@=music_play_track}>
- 播放<artist_name>的歌<{@=music_play_artist}>
- 播放<album_name>專輯的歌<{@=music_play_album}>
- 播放<keyword>類型的歌<{@=music_play_playlist}>
track_name, artist_name, album_name, keyword
Intent
- music_play_track
- music_play_artist
- music_play_album
- music_play_playlist
https://tw.olami.ai/open/nliclient/#/slot (Remember deploy it)
Figure out NLI API response
{
"nli": [
{
"desc_obj": {
"status": 0
},
"semantic": [
{
"app": "music_kkbox",
"input": "播放古典音樂類型的歌",
"slots": [
{
"name": "keyword",
"value": "古典音樂"
}
],
"modifier": [
"music_play_playlist"
],
"customer": "59e031f7e4b0a8057efdce99"
}
],
"type": "music_kkbox"
}
]
}
is intent
is slot
KKBOX Open API(link)
KKBOX Open API
Get access token(doc)
Search API(doc)
Search API response
{
"playlists": {
"data": [
{
"id": "DYmnfdp1w4Kz4xVQcU",
"title": "古典音樂花房 歷年精選",
"description": "2018-10",
"url": "https://event.kkbox.com/content/playlist/DYmnfdp1w4Kz4xVQcU",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/57960105v17/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/57960105v17/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/57960105v17/cropresize/1000x1000.jpg"
}
],
"updated_at": "2018-10-01T03:08:57+00:00",
"owner": {
"id": "T-YMdq3gnf6AVbuqgt",
"url": "https://www.kkbox.com/tw/profile/T-YMdq3gnf6AVbuqgt",
"name": "KKBOX",
"description": "",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/noimg/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/noimg/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/noimg/cropresize/300x300.jpg"
}
]
}
},
{
"id": "4pFzHUR4FJSOMvK8Sy",
"title": "第60屆葛萊美古典音樂獎入圍",
"description": "",
"url": "https://event.kkbox.com/content/playlist/4pFzHUR4FJSOMvK8Sy",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/60456680v1/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/60456680v1/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/60456680v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2017-11-29T03:00:59+00:00",
"owner": {
"id": "4nZOCDKORLgbsSWpDb",
"url": "https://www.kkbox.com/tw/profile/4nZOCDKORLgbsSWpDb",
"name": "祖崇",
"description": "歌單可以是短文、長詩或小說。享閱其中，生活的好陪伴。\r\n\r\n#想聽甚麼可以告訴我",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/300x300.jpg"
}
]
}
},
{
"id": "1Znzs_MOPcQzNd9EPb",
"title": "古典音樂廚房：下廚日記",
"description": "邊下廚邊聽音樂，讓你在廚房裡不寂寞\r\n伴隨悠揚的古典音樂，讓鍋盤中的食物隨著音符跳躍\r\n細細悠然，輕挑而入耳，享受美味的香氣和美妙的樂聲",
"url": "https://event.kkbox.com/content/playlist/1Znzs_MOPcQzNd9EPb",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/28991876v1/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/28991876v1/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/28991876v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2017-11-23T09:45:20+00:00",
"owner": {
"id": "D_YoomYcGauVGLHfua",
"url": "https://www.kkbox.com/tw/profile/D_YoomYcGauVGLHfua",
"name": "索尼大台柱",
"description": "這次我要播很多 華語 類別的歌曲，快來跟我一起聽音樂吧！",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/80343705v128/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/80343705v128/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/80343705v128/cropresize/300x300.jpg"
}
]
}
},
{
"id": "-nuSHQfVRZWo-BwfQi",
"title": "男生把妹必備的古典音樂",
"description": "男生把妹必備的古典音樂\r\n快存在手機吧！這是初級認識古典音樂的小入門，帥氣又不失浪漫，很好用。",
"url": "https://event.kkbox.com/content/playlist/-nuSHQfVRZWo-BwfQi",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/35325465v1/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/35325465v1/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/35325465v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2016-08-19T08:50:26+00:00",
"owner": {
"id": "4nZOCDKORLgbsSWpDb",
"url": "https://www.kkbox.com/tw/profile/4nZOCDKORLgbsSWpDb",
"name": "祖崇",
"description": "歌單可以是短文、長詩或小說。享閱其中，生活的好陪伴。\r\n\r\n#想聽甚麼可以告訴我",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/300x300.jpg"
}
]
}
},
{
"id": "1Z14wWMuPcQzNak1AX",
"title": "2017留聲機古典音樂大獎",
"description": "",
"url": "https://event.kkbox.com/content/playlist/1Z14wWMuPcQzNak1AX",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/60020428v1/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/60020428v1/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/60020428v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2017-09-06T10:30:44+00:00",
"owner": {
"id": "4nZOCDKORLgbsSWpDb",
"url": "https://www.kkbox.com/tw/profile/4nZOCDKORLgbsSWpDb",
"name": "祖崇",
"description": "歌單可以是短文、長詩或小說。享閱其中，生活的好陪伴。\r\n\r\n#想聽甚麼可以告訴我",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/142687519v4/cropresize/300x300.jpg"
}
]
}
},
{
"id": "4sSRz7XoNYyiXqEIoA",
"title": "古典音樂的藍色海洋傳說",
"description": "Vivaldi 「La tempesta di mare」海上風暴、艾爾加 Elgar 「Sea Pictures, Op. 37」海景、R. Vaughan Williams 「A Sea Symphony 」海的交響曲、法國作曲家德布西Debussy的La Mer「海」…四個大海整座被我放入歌單！但也可聽到有關海洋的小作有現代古典到跨界，請進入奇幻不設限的古典音樂藍色海洋傳說。",
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"description": "古典與電音的碰撞\r\n古典與R&B的碰撞\r\n古典與現代音樂的碰撞\r\n多元融合的音樂層次",
"url": "https://event.kkbox.com/content/playlist/LX0FPtX2qyA6RCfA23",
"images": [
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/playlist/global/60069910v1/cropresize/300x300.jpg"
},
{
"height": 600,
"width": 600,
"url": "https://i.kfs.io/playlist/global/60069910v1/cropresize/600x600.jpg"
},
{
"height": 1000,
"width": 1000,
"url": "https://i.kfs.io/playlist/global/60069910v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2017-09-22T02:29:01+00:00",
"owner": {
"id": "KmTYDfo5gXOrl7mB21",
"url": "https://www.kkbox.com/tw/profile/KmTYDfo5gXOrl7mB21",
"name": "華夏金曲我最牛",
"description": "這次我要播很多 華語 類別的歌曲，快來跟我一起聽音樂吧！",
"images": [
{
"height": 75,
"width": 75,
"url": "https://i.kfs.io/muser/global/5864398v2/cropresize/75x75.jpg"
},
{
"height": 180,
"width": 180,
"url": "https://i.kfs.io/muser/global/5864398v2/cropresize/180x180.jpg"
},
{
"height": 300,
"width": 300,
"url": "https://i.kfs.io/muser/global/5864398v2/cropresize/300x300.jpg"
}
]
}
}
],
"paging": {
"offset": 0,
"limit": 50,
"previous": null,
"next": "https://api.kkbox.com/v1.1/search?limit=50&q=%E5%8F%A4%E5%85%B8%E9%9F%B3%E6%A8%82&territory=TW&type=playlist&offset=50"
},
"summary": {
"total": 358
}
},
"paging": {
"offset": 0,
"limit": 50,
"previous": null,
"next": "https://api.kkbox.com/v1.1/search?limit=50&q=%E5%8F%A4%E5%85%B8%E9%9F%B3%E6%A8%82&territory=TW&type=playlist&offset=50"
},
"summary": {
"total": 358
}
}KKBOX HTML Widgets(link)
https://widget.kkbox.com/v1/?id={id}&type={type}
# type - {song, album, playlist}
Line Cloud
Webhook
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Fetch Music Data
NLU
Web Server
播放古典音樂類型的歌
Intent: music_play_playlist
Slots: {keyword: 古典音樂}
Line Cloud
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Send Message to User
$ mkdir src/api
$ vi src/api/KKBOX.js
$ vi src/nlp/Olami.js
Project Directory
├── src
| ├── api
| | └── KKBOX.js
| ├── nlp
| | └── Olami.js
| ├── handler.js
| └── index.js
├── config.js
├── package.json
└── package-lock.jsonadd KKBOX.js
update Olami.js
Integrate third-party API
KKBOX.js
const config = require('../../config')
const {Auth, Api} = require('@kkbox/kkbox-js-sdk')
module.exports = class KKBOX {
static init(clientId = config.kkbox.id, clientSecret = config.kkbox.secret) {
return (async () => {
const auth = new Auth(clientId, clientSecret)
const accessToken = await auth
.clientCredentialsFlow
.fetchAccessToken()
.then(response => {
return response.data.access_token
})
return new Api(accessToken)
})()
}
}Update Olami.js
const config = require('../../config')
const axios = require('axios')
const md5 = require('md5')
const KKBOX = require('../api/KKBOX')
class Olami {
constructor(appKey = config.olami.appKey, appSecret = config.olami.appSectet, inputType = 1) {
this.URL = 'https://tw.olami.ai/cloudservice/api'
this.appKey = appKey
this.appSecret = appSecret
this.inputType = inputType
}
nli(text, cusid = null) {
const timestamp = Date.now()
return axios.post(this.URL, {}, {
params: {
appkey: this.appKey,
api: 'nli',
timestamp: timestamp,
sign: md5(`${this.appSecret}api=nliappkey=${this.appKey}timestamp=${timestamp}${this.appSecret}`),
cusid: cusid,
rq: JSON.stringify({'data_type': 'stt', 'data': {'input_type': this.inputType, 'text': text}})
}
}).then(response => {
const nli = response.data.data.nli[0];
return this._intentDetection(nli)
})
}
_intentDetection(nli) {
const type = nli.type
const desc = nli.desc_obj
const data = nli.data_obj
const semantic = nli.semantic
function handleSelectionType(desc) {
const descType = desc.type
switch (descType) {
case 'news':
return desc.result + '\n\n' + data.map((el, index) => index + 1 + '. ' + el.title).join('\n')
case 'poem':
return desc.result + '\n\n' + data.map((el, index) => index + 1 + '. ' + el.poem_name).join('\n')
case 'cooking':
return desc.result + '\n\n' + data.map((el, index) => index + 1 + '. ' + el.name).join('\n')
default:
return '對不起，你說的我還不懂，能換個說法嗎？'
}
}
async function handleMusicKKBOXType(semantic) {
function getKeyWord(semantic, dataType) {
function getSlotValueByName(slotName) {
return semantic.slots.filter(slot => slot.name === slotName)[0].value
}
switch (dataType) {
case 'artist':
return getSlotValueByName('artist_name')
case 'album':
return getSlotValueByName('album_name')
case 'track':
return getSlotValueByName('track_name')
case 'playlist':
return getSlotValueByName('keyword')
}
}
const dataType = semantic.modifier[0].split('_')[2]
const keyWord = getKeyWord(semantic, dataType)
const api = await KKBOX.init()
const data = await api
.searchFetcher
.setSearchCriteria(keyWord, dataType)
.fetchSearchResult()
.then(response => {
return response.data[dataType + 's'].data
})
if (dataType === 'artist') {
return data[0].url
} else {
const id = data[0].id
return `https://widget.kkbox.com/v1/?id=${id}&type=${dataType === 'track' ? 'song' : dataType}`
}
}
switch (type) {
case 'kkbox':
return (data.length > 0) ? data[0].url : desc.result
case 'baike':
return data[0].description
case 'news':
return data[0].detail
case 'joke':
return data[0].content
case 'cooking':
return data[0].content
case 'selection':
return handleSelectionType(desc)
case 'ds':
return desc.result + '\n請用 /help 指令看看我能怎麼幫助您'
case 'music_kkbox':
return handleMusicKKBOXType(semantic[0])
default:
return desc.result
}
}
}
module.exports = new Olami()Try it
Message visualization
If we want to reply visual message
// handler.js
exports.lineHandler = new LineHandler()
.onText(async context => {
await context.replyCarouselTemplate('this is a carousel template', [
{
thumbnailImageUrl: 'https://example.com/bot/images/item1.jpg',
title: 'this is menu',
text: 'description',
actions: [
{
type: 'postback',
label: 'Buy',
data: 'action=buy&itemid=111',
},
{
type: 'postback',
label: 'Add to cart',
data: 'action=add&itemid=111',
},
{
type: 'uri',
label: 'View detail',
uri: 'http://example.com/page/111',
},
],
}...
])
}
)// handler.js
exports.lineHandler = new LineHandler()
.onText(async context => {
const text = context.event.text
const userId = context._session.user.id
const reply = await olami.nli(text, userId)
await context.replyText(reply)
}
)Now there are already
two types of messages.
What about more?
And where should
the program determine
what type of message to return?
Implement template message
$ mkdir src/message
$ vi src/message/Message.js
$ vi src/message/TextMessage.js
$ vi src/message/KKBOXMessage.js
$ vi src/nlp/Olami.js
$ vi src/handler.js
Project Directory
├── src
| ├── api
| | └── KKBOX.js
| ├── message
| | ├── KKBOXMessage.js
| | ├── Message.js
| | └── TextMessage.js
| ├── nlp
| | └── Olami.js
| ├── handler.js
| └── index.js
├── config.js
├── package.json
└── package-lock.jsonadd Message.js
add TextMessage.js
add KKBOXMessage.js
update Olami.js
update handler.js
Messages
// 父類別
module.exports = class Message {
constructor(data) {
this.data = data
}
/**
* For Line platform.
*/
toLineMessage() {
return this.data
}
/**
* For FB Messenger platform.
*/
toMessengerMessage() {
return this.data
}
/**
* For Telegram platform.
*/
toTelegramMessage() {
return this.data
}
}const Message = require('./Message')
const {Line} = require('messaging-api-line')
// 子類別, 繼承 Message
module.exports = class TextMessage extends Message {
constructor(data) {
super(data)
}
// Override
toLineMessage() {
return Line.createText(this.data)
}
toMessengerMessage() {
return {text: this.data}
}
}const Message = require('./Message')
const {Line} = require('messaging-api-line')
// 子類別, 繼承 Message
module.exports = class KKBOXMessage extends Message {
constructor(data) {
super(data)
this.dataType = dataType
}
// Override
toLineMessage() {
const columns = this.data.map(el => {
return {
thumbnailImageUrl: el.images === undefined ? el.album.images[1].url : el.images[1].url,
title: el.name === undefined ? el.title.slice(0, 40) : el.name.slice(0, 40),
text: el.description === undefined || el.description === '' ? ' ' : el.description.slice(0, 60),
actions: [{
type: 'uri',
label: 'Open in KKBOX',
uri: this.dataType === 'artist' ? el.url : `https://widget.kkbox.com/v1/?id=${el.id}&type=${this.dataType === 'track' ? 'song' : this.dataType}`
}]
}
}).slice(0, 10)
return Line.createCarouselTemplate('為您播放', columns, {imageAspectRatio: 'square', imageSize: 'cover'})
}
}Update Olami.js
async function handleMusicKKBOXType(semantic) {
...
const dataType = semantic.modifier[0].split('_')[2]
const keyWord = getKeyWord(semantic, dataType)
const api = await KKBOX.init()
const data = await api
.searchFetcher
.setSearchCriteria(keyWord, dataType)
.fetchSearchResult()
.then(response => {
return response.data[dataType + 's'].data
})
return new KKBOXMessage(data)
}
...
switch (type) {
case 'kkbox':
return (data.length > 0) ? new TextMessage(data[0].url) : new TextMessage(desc.result)
case 'baike':
return new TextMessage(data[0].description)
case 'news':
return new TextMessage(data[0].detail)
case 'joke':
return new TextMessage(data[0].content)
case 'cooking':
return new TextMessage(data[0].content)
case 'selection':
return handleSelectionType(desc)
case 'ds':
return new TextMessage(desc.result + '\n請用 /help 指令看看我能怎麼幫助您')
case 'music_kkbox':
return handleMusicKKBOXType(semantic[0])
default:
return new TextMessage(desc.result)
}Update handler.js
const {LineHandler} = require('bottender')
const olami = require('./nlp/Olami')
exports.lineHandler = new LineHandler()
.onText(async context => {
const text = context.event.text
const userId = context._session.user.id
const reply = await olami.nli(text, userId)
await context.reply([reply.toLineMessage()])
}
)Result
User-friendly design
Handle other events
update handler.js
const {LineHandler} = require('bottender')
const olami = require('./nlp/Olami')
const helpMessage = 'Hi~ 本 Bot 是用 http://bit.ly/2uz7wY4 開源程式碼打造\n\n' +
'您可以問我\n' +
'天氣：「台北天氣如何」\n' +
'百科：「川普是誰」\n' +
'新聞：「今日新聞」\n' +
'音樂：「我想聽周杰倫的等你下課」；「播放告白氣球」；「播放動漫歌曲類型的歌」\n' +
'日曆：「現在時間」\n' +
'詩詞：「我想聽水調歌頭這首詩」\n' +
'笑話：「講個笑話」\n' +
'故事：「說個故事」\n' +
'股票：「台積電的股價」\n' +
'食譜：「蛋炒飯怎麼做」\n' +
'聊天：「你好嗎」'
exports.lineHandler = new LineHandler()
.onFollow(async context => {
await context.replyText(helpMessage)
})
.onText('\/help', async context => {
await context.replyText(helpMessage)
})
.onText(async context => {
const text = context.event.text
const reply = await olami.nli(text, context._session.user.id)
await context.reply([reply.toLineMessage()])
}
)
.onError(async (context, err) => {
await context.replyText('對不起唷~ 我需要多一點時間來處理 Q_Q')
})Rich menu
Setting rich menu(link)
Deployment
Deploy to Heroku(link)
add Procfile
web: node src/index.js --log-file -$ vi Procfile
$ vi .gitignore
Project Directory
├── src
| ├── api
| | └── KKBOX.js
| ├── message
| | ├── KKBOXMessage.js
| | ├── Message.js
| | └── TextMessage.js
| ├── nlp
| | └── Olami.js
| ├── handler.js
| └── index.js
├── .gitignore
├── config.js
├── package.json
├── package-lock.json
└── Procfile.gitignore
# Taken from https://github.com/github/gitignore/blob/master/Node.gitignore
# Logs
logs
*.log
npm-debug.log*
yarn-debug.log*
yarn-error.log*
# Runtime data
pids
*.pid
*.seed
*.pid.lock
# Directory for instrumented libs generated by jscoverage/JSCover
lib-cov
# Coverage directory used by tools like istanbul
coverage
# nyc test coverage
.nyc_output
# jest-junit
junit.xml
# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files)
.grunt
# Bower dependency directory (https://bower.io/)
bower_components
# node-waf configuration
.lock-wscript
# Compiled binary addons (https://nodejs.org/api/addons.html)
build/Release
# Dependency directories
node_modules/
jspm_packages/
# Typescript v1 declaration files
typings/
# Optional npm cache directory
.npm
# Optional eslint cache
.eslintcache
# Optional REPL history
.node_repl_history
# Output of 'npm pack'
*.tgz
# Yarn Integrity file
.yarn-integrity
# dotenv environment variables file
.env
### macOS template
# General
.DS_Store
.AppleDouble
.LSOverride
# Icon must end with two \r
Icon
# Thumbnails
._*
# Files that might appear in the root of a volume
.DocumentRevisions-V100
.fseventsd
.Spotlight-V100
.TemporaryItems
.Trashes
.VolumeIcon.icns
.com.apple.timemachine.donotpresent
# Directories potentially created on remote AFP share
.AppleDB
.AppleDesktop
Network Trash Folder
Temporary Items
.apdisk
### JetBrains template
# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and Webstorm
# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
# User-specific stuff:
.idea/**/workspace.xml
.idea/**/tasks.xml
.idea/dictionaries
# Sensitive or high-churn files:
.idea/**/dataSources/
.idea/**/dataSources.ids
.idea/**/dataSources.xml
.idea/**/dataSources.local.xml
.idea/**/sqlDataSources.xml
.idea/**/dynamic.xml
.idea/**/uiDesigner.xml
# Gradle:
.idea/**/gradle.xml
.idea/**/libraries
# CMake
cmake-build-debug/
cmake-build-release/
# Mongo Explorer plugin:
.idea/**/mongoSettings.xml
## File-based project format:
*.iws
## Plugin-specific files:
# IntelliJ
out/
# mpeltonen/sbt-idea plugin
.idea_modules/
# JIRA plugin
atlassian-ide-plugin.xml
# Cursive Clojure plugin
.idea/replstate.xml
# Crashlytics plugin (for Android Studio and IntelliJ)
com_crashlytics_export_strings.xml
crashlytics.properties
crashlytics-build.properties
fabric.properties
.idea/
package-lock.jsonDeploy to Heroku
$ git init # 初始化版本控制
$ git checkout -b production # 創建並切換至 production 分支
$ git add . # 將目錄下所有檔案加入版本控制
# 如果你第一次使用 Git 需要用以下兩行指令設定 yourname 及 email
$ git config --global user.name "yourname"
$ git config --global user.email "yourname@example.com"
$ git commit -m "Deploying to Heroku" # 建立快照
$ heroku login # Heroku 認證登入
$ heroku git:remote -a {your_heroku_app_name} # 加入 Heroku remote repository
$ git push heroku production:master # 將本地的 production 分支內容 push 至 Heroku master 分支
Set webhook for production
All works are done!
Innovation Chatbot
Appendix
Cross-platform
Update index.js
const express = require('express')
const bodyParser = require('body-parser')
const {MessengerBot, LineBot} = require('bottender')
const {registerRoutes} = require('bottender/express')
const {lineHandler, messengerHandler} = require('./handler')
const config = require('../config')
const server = new express()
server.use(
bodyParser.json({
verify: (req, res, buf) => {
req.rawBody = buf.toString()
}
})
)
const bots = {
line: new LineBot(config.line).onEvent(lineHandler),
messenger: new MessengerBot(config.messenger).onEvent(messengerHandler)
}
registerRoutes(server, bots.line, {path: '/line'})
registerRoutes(server, bots.messenger, {
path: '/messenger',
verifyToken: config.messenger.verifyToken,
})
server.listen(process.env.PORT || 5000, () => {
console.log('server is listening on 5000 port...')
})const {LineHandler, MessengerHandler} = require('bottender')
const olami = require('./nlp/Olami')
const helpMessage = 'Hi~ 本 Bot 是用 http://bit.ly/2uz7wY4 開源程式碼打造\n\n' +
'您可以問我\n' +
'天氣：「台北天氣如何」\n' +
'百科：「川普是誰」\n' +
'新聞：「今日新聞」\n' +
'音樂：「我想聽周杰倫的等你下課」；「播放告白氣球」；「播放動漫歌曲類型的歌」\n' +
'日曆：「現在時間」\n' +
'詩詞：「我想聽水調歌頭這首詩」\n' +
'笑話：「講個笑話」\n' +
'故事：「說個故事」\n' +
'股票：「台積電的股價」\n' +
'食譜：「蛋炒飯怎麼做」\n' +
'聊天：「你好嗎」'
exports.lineHandler = new LineHandler()
.onFollow(async context => {
await context.replyText(helpMessage)
})
.onText('\/help', async context => {
await context.replyText(helpMessage)
})
.onText(async context => {
const text = context.event.text
const reply = await olami.nli(text, context._session.user.id)
await context.reply([reply.toLineMessage()])
}
)
.onError(async (context, err) => {
await context.replyText('對不起唷~ 我需要多一點時間來處理 Q_Q')
})
exports.messengerHandler = new MessengerHandler()
.onText('\/help', async context => {
await context.sendText(helpMessage)
})
.onText(async context => {
const text = context.event.text
const reply = await olami.nli(text, context._session.user.id)
await context.sendMessage(reply.toMessengerMessage())
})
.onError(async (context, err) => {
await context.sendText('對不起唷~ 我需要多一點時間來處理 Q_Q')
})Implement TextMessage.js
const Message = require('./Message')
const {Line} = require('messaging-api-line')
module.exports = class TextMessage extends Message {
constructor(data) {
super(data)
}
toLineMessage() {
return Line.createText(this.data)
}
toMessengerMessage() {
return {text: this.data}
}
}Implement KKBOXMessage.js
const Message = require('./Message')
const {Line} = require('messaging-api-line')
module.exports = class KKBOXMessage extends Message {
constructor(data) {
super(data)
}
toLineMessage() {
const columns = this.data.map(el => {
return {
thumbnailImageUrl: el.images === undefined ? el.album.images[1].url : el.images[1].url,
title: el.name === undefined ? el.title.slice(0, 40) : el.name.slice(0, 40),
text: el.description === undefined || el.description === '' ? ' ' : el.description.slice(0, 60),
actions: [{
type: 'uri',
label: 'Open in KKBOX',
uri: el.url
}]
}
}).slice(0, 10)
return Line.createCarouselTemplate('為您播放', columns, {imageAspectRatio: 'square', imageSize: 'cover'})
}
toMessengerMessage() {
const elements = this.data.map(el => {
return {
title: el.name === undefined ? el.title : el.name,
subtitle: el.description === undefined || el.description === '' ? ' ' : el.description.slice(0, 60),
image_url: el.images === undefined ? el.album.images[1].url : el.images[1].url,
default_action: {
type: "web_url",
url: el.url,
messenger_extensions: true,
webview_height_ratio: "full"
}
}
}).slice(0, 4)
return {
attachment: {
type: 'template',
payload: {
"template_type": "list",
"top_element_style": "large",
"elements": elements
}
}
}
}
}Follow getting started(link)
on messenger platform
