Telegram Bot 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://t.me/innovation_chatbot
Why we need Chatbot?
The popularization of communication software
Millions of companies build relationships
with customers through communication App
Customers tired of install Apps
Chatbot is not for
- Be an assistant
- Replace customer service
- Chat
Chatbot is for
- Solve specific problems
- Get key words from users
- Improve efficiency
NLU
Multi Skills
3rd API
We will use
Scenario
Telegram
Webhook
NLU
Intent, Slots
Third-party APIs
Intent A
Intent B
Intent C
Intent D
Intent E
Fetch data by intent
Web Server
Send Message to User
Third-party APIs
Intent A
Intent B
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Telegram
BotFather(link)
New bot
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
$ pipenv install --three python-telegram-bot flask gunicorn requests # 安裝套件
$ vi config.ini # 新增&編輯 config.ini, 內容在下面連結add config.ini
config.ini(See following slides)
[TELEGRAM]
ACCESS_TOKEN =
[OLAMI]
APP_KEY =
APP_SECRET =
[KKBOX]
ID =
SECRET =
# 請不要複製以下這一段
# 範例 ACCESS_TOKEN = 739453631:AAGeIaHIDQ1L48_q8uq7woWvLEw7zyFs0IA
Start coding
$ vi main.py # 新增 main.py 主程式, 內容在下面連結
Project Directory
├── config.ini
├── main.py
├── Pipfile.lock
└── Pipfileadd main.py
main.py
import configparser
import logging
import telegram
from flask import Flask, request
from telegram.ext import Dispatcher, MessageHandler, Filters
# Load data from config.ini file
config = configparser.ConfigParser()
config.read('config.ini')
# Enable logging
logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
level=logging.INFO)
logger = logging.getLogger(__name__)
# Initial Flask app
app = Flask(__name__)
# Initial bot by Telegram access token
bot = telegram.Bot(token=(config['TELEGRAM']['ACCESS_TOKEN']))
@app.route('/hook', methods=['POST'])
def webhook_handler():
"""Set route /hook with POST method will trigger this method."""
if request.method == "POST":
update = telegram.Update.de_json(request.get_json(force=True), bot)
# Update dispatcher process that handler to process this message
dispatcher.process_update(update)
return 'ok'
def reply_handler(bot, update):
"""Reply message."""
text = update.message.text
update.message.reply_text(text)
# New a dispatcher for bot
dispatcher = Dispatcher(bot, None)
# Add a handler for handling message, there are many kinds of message. For this handler, it particular handle text
# message.
dispatcher.add_handler(MessageHandler(Filters.text, reply_handler))
if __name__ == "__main__":
# Running server
app.run(debug=True)Router
Hook Function
Dispatcher
Message Handler
Program structure(web server)
Requests
Method: POST
Endpoint: /hook
Command Handler
Message Queue
Router
Hook Function
Dispatcher
Message Handler
Program structure(web server)
Requests
Command Handler
Message Queue
Method: POST
Endpoint: /hook
python-telegram-bot
Running server
$ pipenv run python3 main.py # 執行程式，之後請維持在 background 運作，程式有修改會熱更新
# 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
Telegram
Webhook
NLU
Intent, Slots
Third-party APIs
Intent A
Intent B
Intent C
Intent D
Intent E
Fetch data by intent
Web Server
Telegram
Webhook
ngrok server
proxy
ngrok client
Python HTTP server
listen port 5000
localhost
ngrok server
proxy
ngrok client
localhost
Generate Message
Send Message to User
Telegram
Setting webhook
# 在瀏覽器網址列中輸入
https://api.telegram.org/bot{$token}/setWebhook?url={$webhook_url}
# 舉例，記得 ngrok 的網址後面要加 '/hook'
https://api.telegram.org/bot739453631:AAGeIaHIDQ1L48_q8uq7woWvLEw7zyFs0IA/setWebhook?url=https://bcf4cd97.ngrok.io/hook
# 看到網頁出現以下訊息表示設定成功
{
ok: true,
result: true,
description: "Webhook was set"
}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：<locate>今天天氣如何？
Intent：weather
Slot：高雄
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
Webhook
Intent: weather
Slots: {locate: 高雄, date: today}
Third-party APIs
Weather API
Intent B
Intent C
Intent D
Intent E
Fetch Weather Data
高雄今天天氣如何？
NLU
Web Server
Telegram
Third-party APIs
Weather API
Intent B
Intent C
Intent D
Intent E
Response Data
高雄今天天氣晴，室溫 28 度
Web Server
Generate Message
Send Message to User
Telegram
Add NLU feature
- Rule-based
- Default IDS module skill
- Can add custom skill
Add NLU feature
# 開新的 Terminal
$ mkdir nlp
$ vi nlp/__init__.py
$ vi nlp/olami.py
$ vi main.py
Project Directory
├── nlp
| ├── __init__.py
| └── olami.py
├── config.ini
├── main.py
├── Pipfile
└── Pipfile.lockadd __init__.py
update main.py
add olami.py
__init__.py
from . import olamiolami.py(API doc)
import configparser
import json
import logging
import time
from hashlib import md5
import requests
config = configparser.ConfigParser()
config.read('config.ini')
logger = logging.getLogger(__name__)
class NliStatusError(Exception):
"""The NLI result status is not 'ok'"""
class Olami:
URL = 'https://tw.olami.ai/cloudservice/api'
def __init__(self, app_key=config['OLAMI']['APP_KEY'], app_secret=config['OLAMI']['APP_SECRET'], input_type=1):
self.app_key = app_key
self.app_secret = app_secret
self.input_type = input_type
def nli(self, text, cusid=None):
response = requests.post(self.URL, params=self._gen_parameters('nli', text, cusid))
response.raise_for_status()
response_json = response.json()
if response_json['status'] != 'ok':
raise NliStatusError("NLI responded status != 'ok': {}".format(response_json['status']))
else:
return response_json['data']['nli'][0]['desc_obj']['result']
def _gen_parameters(self, api, text, cusid):
timestamp_ms = (int(time.time() * 1000))
params = {'appkey': self.app_key,
'api': api,
'timestamp': timestamp_ms,
'sign': self._gen_sign(api, timestamp_ms),
'rq': self._gen_rq(text)}
if cusid is not None:
params.update(cusid=cusid)
return params
def _gen_sign(self, api, timestamp_ms):
data = self.app_secret + 'api=' + api + 'appkey=' + self.app_key + 'timestamp=' + \
str(timestamp_ms) + self.app_secret
return md5(data.encode('ascii')).hexdigest()
def _gen_rq(self, text):
obj = {'data_type': 'stt', 'data': {'input_type': self.input_type, 'text': text}}
return json.dumps(obj)
Update main.py
import configparser
import logging
import telegram
from flask import Flask, request
from telegram.ext import Dispatcher, MessageHandler, Filters
from nlp.olami import Olami
# Load data from config.ini file
config = configparser.ConfigParser()
config.read('config.ini')
# Enable logging
logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
level=logging.INFO)
logger = logging.getLogger(__name__)
# Initial Flask app
app = Flask(__name__)
# Initial bot by Telegram access token
bot = telegram.Bot(token=(config['TELEGRAM']['ACCESS_TOKEN']))
@app.route('/hook', methods=['POST'])
def webhook_handler():
"""Set route /hook with POST method will trigger this method."""
if request.method == "POST":
update = telegram.Update.de_json(request.get_json(force=True), bot)
dispatcher.process_update(update)
return 'ok'
def reply_handler(bot, update):
"""Reply message."""
text = update.message.text
user_id = update.message.from_user.id
reply = Olami().nli(text, user_id)
update.message.reply_text(reply)
# New a dispatcher for bot
dispatcher = Dispatcher(bot, None)
# Add handlers for handling message, there are many kinds of message. For this handler, it particular handle text
# message.
dispatcher.add_handler(MessageHandler(Filters.text, reply_handler))
if __name__ == "__main__":
# Running server
app.run(debug=True)
Try it
Something strange,
why?
IDS modules(Doc)
// NLU API 回傳結構
{
"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
import configparser
import json
import logging
import time
from hashlib import md5
import requests
config = configparser.ConfigParser()
config.read('config.ini')
logger = logging.getLogger(__name__)
class NliStatusError(Exception):
"""The NLI result status is not 'ok'"""
class Olami:
URL = 'https://tw.olami.ai/cloudservice/api'
def __init__(self, app_key=config['OLAMI']['APP_KEY'], app_secret=config['OLAMI']['APP_SECRET'], input_type=1):
self.app_key = app_key
self.app_secret = app_secret
self.input_type = input_type
def nli(self, text, cusid=None):
response = requests.post(self.URL, params=self._gen_parameters('nli', text, cusid))
response.raise_for_status()
response_json = response.json()
if response_json['status'] != 'ok':
raise NliStatusError("NLI responded status != 'ok': {}".format(response_json['status']))
else:
nli_obj = response_json['data']['nli'][0]
return self.intent_detection(nli_obj)
def _gen_parameters(self, api, text, cusid):
timestamp_ms = (int(time.time() * 1000))
params = {'appkey': self.app_key,
'api': api,
'timestamp': timestamp_ms,
'sign': self._gen_sign(api, timestamp_ms),
'rq': self._gen_rq(text)}
if cusid is not None:
params.update(cusid=cusid)
return params
def _gen_sign(self, api, timestamp_ms):
data = self.app_secret + 'api=' + api + 'appkey=' + self.app_key + 'timestamp=' + \
str(timestamp_ms) + self.app_secret
return md5(data.encode('ascii')).hexdigest()
def _gen_rq(self, text):
obj = {'data_type': 'stt', 'data': {'input_type': self.input_type, 'text': text}}
return json.dumps(obj)
def intent_detection(self, nli_obj):
def handle_selection_type(type):
if type == 'news':
return desc['result'] + '\n\n' + '\n'.join(
str(index + 1) + '. ' + el['title'] for index, el in enumerate(data))
elif type == 'poem':
return desc['result'] + '\n\n' + '\n'.join(
str(index + 1) + '. ' + el['poem_name'] + '，作者：' + el['author'] for index, el in enumerate(data))
elif type == 'cooking':
return # TODO
else:
return '對不起，你說的我還不懂，能換個說法嗎？'
type = nli_obj['type']
desc = nli_obj['desc_obj']
data = nli_obj.get('data_obj', [])
if type == 'kkbox':
id = data[0]['id']
return ('https://widget.kkbox.com/v1/?type=song&id=' + id) if len(data) > 0 else desc['result']
elif type == 'news':
return data[0]['detail']
elif type == 'baike':
return # TODO
elif type == 'joke':
return # TODO
elif type == 'cooking':
return data[0]['content']
elif type == 'selection':
return handle_selection_type(desc['type'])
elif type == 'ds':
return desc['result'] + '\n請用 /help 指令看看我能怎麼幫助您'
else:
return desc['result']
update olami.py
Well done!
Add music skill
KKBOX Open API(link)
What data it provide?(see KUBE)
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,
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"width": 1000,
"url": "https://i.kfs.io/playlist/global/61743264v1/cropresize/1000x1000.jpg"
}
],
"updated_at": "2018-05-26T04:04:21+00:00",
"owner": {
"id": "CpHGiaYOsUlYTCP3gf",
"url": "https://www.kkbox.com/tw/profile/CpHGiaYOsUlYTCP3gf",
"name": "神祕嘉賓",
"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": "LX0FPtX2qyA6RCfA23",
"title": "好詩意，不是失意",
"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}
Webhook
Intent: music_play_playlist
Slots: {keyword: 古典音樂}
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Fetch Music Data
播放古典音樂類型的歌
NLU
Web Server
Telegram
Third-party APIs
Weather API
KKBOX Open API
Intent C
Intent D
Intent E
Response Data
Web Server
Generate Message
Send Message to User
Telegram
- 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"
}
]
}
Integrate third-party API
$ mkdir api
$ vi api/__init__.py
$ vi api/kkbox.py
$ vi nlp/olami.py
Project Directory
├── api
| ├── __init__.py
| └── kkbox.py
├── nlp
| ├── __init__.py
| └── olami.py
├── config.ini
├── main.py
├── Pipfile
└── Pipfile.lockadd kkbox.py
update olami.py
add __init__.py
__init__.py
from . import kkboxkkbox.py
import configparser
import logging
import requests
config = configparser.ConfigParser()
config.read('config.ini')
logger = logging.getLogger(__name__)
class KKBOX:
AUTH_URL = 'https://account.kkbox.com/oauth2/token'
API_BASE_URL = 'https://api.kkbox.com/v1.1/'
def __init__(self, id=config['KKBOX']['ID'], secret=config['KKBOX']['SECRET']):
self.id = id
self.secret = secret
self.token = self._get_token()
def _get_token(self):
response = requests.post(self.AUTH_URL, data={'grant_type': 'client_credentials'}, auth=(self.id, self.secret))
response.raise_for_status()
return response.json()['access_token']
def search(self, type, q, territory='TW'):
response = requests.get(self.API_BASE_URL + 'search', params={'type': type, 'q': q, 'territory': territory},
headers={'Authorization': 'Bearer ' + self.token})
response.raise_for_status()
response_json = response.json()
if type == 'artist':
return response_json['artists']['data'][0]['url']
else:
id = response_json[type + 's']['data'][0]['id']
return 'https://widget.kkbox.com/v1/?id=' + id \
+ '&type=' + ('song' if type == 'track' else type)Update olami.py
import configparser
import json
import logging
import time
from hashlib import md5
from api.kkbox import KKBOX
import requests
config = configparser.ConfigParser()
config.read('config.ini')
logger = logging.getLogger(__name__)
class NliStatusError(Exception):
"""The NLI result status is not 'ok'"""
class Olami:
URL = 'https://tw.olami.ai/cloudservice/api'
def __init__(self, app_key=config['OLAMI']['APP_KEY'], app_secret=config['OLAMI']['APP_SECRET'], input_type=1):
self.app_key = app_key
self.app_secret = app_secret
self.input_type = input_type
def nli(self, text, cusid=None):
response = requests.post(self.URL, params=self._gen_parameters('nli', text, cusid))
response.raise_for_status()
response_json = response.json()
if response_json['status'] != 'ok':
raise NliStatusError("NLI responded status != 'ok': {}".format(response_json['status']))
else:
nli_obj = response_json['data']['nli'][0]
return self.intent_detection(nli_obj)
def _gen_parameters(self, api, text, cusid):
timestamp_ms = (int(time.time() * 1000))
params = {'appkey': self.app_key,
'api': api,
'timestamp': timestamp_ms,
'sign': self._gen_sign(api, timestamp_ms),
'rq': self._gen_rq(text)}
if cusid is not None:
params.update(cusid=cusid)
return params
def _gen_sign(self, api, timestamp_ms):
data = self.app_secret + 'api=' + api + 'appkey=' + self.app_key + 'timestamp=' + \
str(timestamp_ms) + self.app_secret
return md5(data.encode('ascii')).hexdigest()
def _gen_rq(self, text):
obj = {'data_type': 'stt', 'data': {'input_type': self.input_type, 'text': text}}
return json.dumps(obj)
def intent_detection(self, nli_obj):
def handle_selection_type(type):
if type == 'news':
return desc['result'] + '\n\n' + '\n'.join(
str(index + 1) + '. ' + el['title'] for index, el in enumerate(data))
elif type == 'poem':
return desc['result'] + '\n\n' + '\n'.join(
str(index + 1) + '. ' + el['poem_name'] + '，作者：' + el['author'] for index, el in enumerate(data))
elif type == 'cooking':
return desc['result'] + '\n\n' + '\n'.join(
str(index + 1) + '. ' + el['name'] for index, el in enumerate(data))
else:
return '對不起，你說的我還不懂，能換個說法嗎？'
def handle_music_kkbox_type(semantic):
music_type = semantic['modifier'][0].split('_')[2]
slots = semantic['slots']
kkbox = KKBOX()
def get_slot_value_by_key(key):
return next(filter(lambda el: el['name'] == key, slots))['value']
key = 'keyword' if music_type == 'playlist' else (music_type + '_name')
return kkbox.search(music_type, get_slot_value_by_key(key))
type = nli_obj['type']
desc = nli_obj['desc_obj']
data = nli_obj.get('data_obj', [])
if type == 'kkbox':
id = data[0]['id']
return ('https://widget.kkbox.com/v1/?type=song&id=' + id) if len(data) > 0 else desc['result']
elif type == 'baike':
return data[0]['description']
elif type == 'joke':
return data[0]['content']
elif type == 'news':
return data[0]['detail']
elif type == 'cooking':
return data[0]['content']
elif type == 'selection':
return handle_selection_type(desc['type'])
elif type == 'ds':
return desc['result'] + '\n請用 /help 指令看看我能怎麼幫助您'
elif type == 'music_kkbox':
return handle_music_kkbox_type(nli_obj['semantic'][0])
else:
return desc['result']
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"
}
]
}- 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
Try it
User-friendly design
/start
Keyboard
/help
Error handling
Update main.py(link)
import configparser
import logging
import telegram
from flask import Flask, request
from telegram import ReplyKeyboardMarkup
from telegram.ext import Dispatcher, CommandHandler, MessageHandler, Filters
from nlp.olami import Olami
# Load data from config.ini file
config = configparser.ConfigParser()
config.read('config.ini')
# Enable logging
logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
level=logging.INFO)
logger = logging.getLogger(__name__)
# Initial Flask app
app = Flask(__name__)
# Initial bot by Telegram access token
bot = telegram.Bot(token=(config['TELEGRAM']['ACCESS_TOKEN']))
welcome_message = '親愛的主人，您可以問我\n' \
'天氣，例如：「高雄天氣如何」\n' \
'百科，例如：「川普是誰」\n' \
'新聞，例如：「今日新聞」\n' \
'音樂，例如：「我想聽周杰倫的等你下課」\n' \
'日曆，例如：「現在時間」\n' \
'詩詞，例如：「我想聽水調歌頭這首詩」\n' \
'笑話，例如：「講個笑話」\n' \
'故事，例如：「說個故事」\n' \
'股票，例如：「台積電的股價」\n' \
'食譜，例如：「蛋炒飯怎麼做」\n' \
'聊天，例如：「你好嗎」'
reply_keyboard_markup = ReplyKeyboardMarkup([['播放陳奕迅的歌'],
['播放Cmon in~專輯的歌'],
['播放誰來剪月光'],
['播放金曲獎類型的歌']])
@app.route('/hook', methods=['POST'])
def webhook_handler():
"""Set route /hook with POST method will trigger this method."""
if request.method == "POST":
update = telegram.Update.de_json(request.get_json(force=True), bot)
dispatcher.process_update(update)
return 'ok'
def start_handler(bot, update):
"""Send a message when the command /start is issued."""
update.message.reply_text(welcome_message, reply_markup=reply_keyboard_markup)
def help_handler(bot, update):
"""Send a message when the command /help is issued."""
update.message.reply_text(welcome_message, reply_markup=reply_keyboard_markup)
def reply_handler(bot, update):
"""Reply message."""
text = update.message.text
user_id = update.message.from_user.id
reply = Olami().nli(text, user_id)
update.message.reply_text(reply)
def error_handler(bot, update, error):
"""Log Errors caused by Updates."""
logger.error('Update "%s" caused error "%s"', update, error)
update.message.reply_text('對不起唷~ 我需要多一點時間來處理 Q_Q')
# New a dispatcher for bot
dispatcher = Dispatcher(bot, None)
# Add handlers for handling message, there are many kinds of message. For this handler, it particular handle text
# message.
dispatcher.add_handler(MessageHandler(Filters.text, reply_handler))
dispatcher.add_handler(CommandHandler('start', start_handler))
dispatcher.add_handler(CommandHandler('help', help_handler))
dispatcher.add_error_handler(error_handler)
if __name__ == "__main__":
# Running server
app.run(debug=True)
Deployment
Deploy to Heroku(link)
add Procfile
web: gunicorn main:app --log-file -$ vi Procfile
$ vi .gitignore
Project Directory
├── api
| ├── __init__.py
| └── kkbox.py
├── nlp
| ├── __init__.py
| └── olami.py
├── config.ini
├── main.py
├── Pipfile
├── Pipfile.lock
└── Procfile.gitignore
### Python template
# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
.hypothesis/
.pytest_cache/
# Translations
*.mo
*.pot
# Django stuff:
*.log
local_settings.py
db.sqlite3
# Flask stuff:
instance/
.webassets-cache
# Scrapy stuff:
.scrapy
# Sphinx documentation
docs/_build/
# PyBuilder
target/
# Jupyter Notebook
.ipynb_checkpoints
# pyenv
.python-version
# celery beat schedule file
celerybeat-schedule
# SageMath parsed files
*.sage.py
# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/
# Spyder project settings
.spyderproject
.spyproject
# Rope project settings
.ropeproject
# mkdocs documentation
/site
# mypy
.mypy_cache/
### 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
.idea/**/shelf
# Sensitive or high-churn files
.idea/**/dataSources/
.idea/**/dataSources.ids
.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
# 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
# Editor-based Rest Client
.idea/httpRequests
### 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
### VirtualEnv template
# Virtualenv
# http://iamzed.com/2009/05/07/a-primer-on-virtualenv/
.Python
[Bb]in
[Ii]nclude
[Ll]ib
[Ll]ib64
[Ll]ocal
[Ss]cripts
pyvenv.cfg
.venv
pip-selfcheck.json
.idea
Deploy 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Setting production webhook
# 在瀏覽器網址列中輸入
https://api.telegram.org/bot{$token}/setWebhook?url={$webhook_url}
# 舉例，記得 heroku 的網址 '/' 後面要加 'hook'
https://api.telegram.org/bot739453631:AAGeIaHIDQ1L48_q8uq7woWvLEw7zyFs0IA/setWebhook?url=https://kkbox-telegram-bot.herokuapp.com/hook
# 看到網頁出現以下訊息表示設定成功
{
ok: true,
result: true,
description: "Webhook was set"
}
All works are done!
Innovation Chatbot
救救最危險的一席！
-
FB 公開貼文
-
寫下簡短課後心得
-
附上這份簡報連結 https://goo.gl/sMi2By
-
辛苦了一整天，向朋友展示一下自己的成果吧！附上 Chatbot 連結，例如 https://t.me/innovation_chatbot
-
最後填寫回饋問券 https://goo.gl/forms/GQkbWiW5dwMph1K62
- 貼文即送手機扣環；兩週後(12/15)，根據該貼文按讚*1+留言*1+被公開分享次數*3 計分，前 3 名送行動電源！