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NinjasCL-archive / hubot-natural

[UNMAINTAINED] Natural language interpreter chatbot using hubot and NaturalNode

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Hubot Natural Language ChatBot

Hubot is one of the most famous bot creating framework on the web, that's because github made it easy to create. If you can define your commands in a RegEx param, basically you can do anything with Hubot. That's a great contribution to ChatOps culture.

Inspired by that, we wanted to provide the same simplicity to our community to develop chatbots that can actually process natural language and execute tasks, as easy as building RegEx oriented Bots.

So, we've found a really charming project to initiate from, the Digital Ocean's Heartbot a shot of love to for your favorite chat client =)

Based on Heartbot, we introduced some NLP power from NaturalNode team, an impressive collections of Natural Language Processing libs made to be used in NodeJS.

And so, the magic happens...

Welcome to HubotNatural, a new an exiting chatbot framework based in Hubot and NaturalNode libs, with an simple and extensible architecture designed by Digital Ocean's HeartBot Team, made with love and care by Rocket.Chat Team.

We hope you enjoy the project and find some time to contribute.

How it Works

HubotNatural is made to be easy to train and extend. So what you have to understand basically is that it has an YAML corpus, where you can design your chatbot interactions using nothing but YAML's notation.

All YAML interactions designed in corpus can have it's own parameters, which will be processed by an event class.

Event classes give the possibility to extend HubotNatural. By writing your own event classes you can give your chatbot the skills to interact with any services you need.

YAML corpus

The YAML file is loaded in scripts/index.js, parsed and passed to chatbot bind, which will be found in scripts/bot/index.js, the cortex of the bot, where all information flux and control are programmed.

The YAML corpus is located in scripts/config/corpus.yml and it's basic structure looks like this:

trust: 0.7
interactions:
  - node:
      name: salutation
    classifiers:
      - hi there
      - hello everyone
      - what's up bot
      - good morning
    message:
      - Hello there $user, how are you?
      - Glad to be here...
    event: respond
    type: block

So to understand the syntax:

  • trust: the minimum level of certain that must be returned by the classifier in order to run this interaction. Value is 0 to 1 (0% to 100%). If a classifier returns a value of certainty minor than trust, the bots responds with and error interaction node.
  • interactions: An vector with lots of interaction nodes that will be parsed. Every interaction designed to your chatbot must be under an interaction.node object structure.
  • node: where the interaction is designed.
  • node.name: that's the unique name of the interaction by which it will be identified. Do not create more than one interaction with the same node.name attribute.
  • node.classifiers: Those are the sentences that will be given to the bots training. They can be strings or keywords vectors, like ['consume','use'].
  • node.message: the messages that will be sent to the user, if the classifiers get classified above the trust level. The node.message will be parsed and sent by event class. You can specify variables in message. By default HubotNatural comes with $user, $bot and $room variables.
  • node.event: is the name of the CoffeeScript or JavaScript Class inside scripts/events, without the file extension.
  • node.type: This is an example of an event attribute. The type attribute is interpreted by respond.coffee class, and basically defines if all lines in message should be send as a block or if the bot should randomly send only one of the lines defined.

Event Coffee Classes

Event classes can be written to extend the chatbot skills. They receives the interaction object and parse the message, like this:

class respond
  constructor: (@interaction) ->
  process: (msg) =>
    type = @interaction.type?.toLowerCase() or 'random'
    switch type
      when 'block'
        @interaction.message.forEach (line) ->
          message = msgVariables line, msg
          msg['send'] message
      when 'random'
        message = stringElseRandomKey @interaction.message
        message = msgVariables message, msg
        msg['send'] message

module.exports = respond

It's base constructor is the @interaction node so you can have access to all attributes inside an interaction just using @interaction.attribute. Here you can parse texts, call APIs, read files, access databases, and everything else you need.

Logistic Regression Classifier

The NaturalNode library comes with two kinds of classifiers, the naive classifier known as the BayesClassifier and the LogisticRegressionClassifier functions. By default, HubotNatural uses the LogisticRegressionClassifier. It just came with better results in our tests.

PorterStemmer

There is also more than one kind of stemmer. You should set the stemmer to define your language. By default we use the PorterStemmerPt for portuguese, but you can find english, russian, italian, french, spanish and other stemmers in NaturalNode libs, or even right your own based on those.

Just check inside node_modules/natural/lib/natural/stemmers/

Deploy with Hubot

To deploy HubotNatural, first you have to install yo hubot-generator:

npm install -g yo generator-hubot

Then you will clone HubotNatural repository:

git clone https://github.com/RocketChat/hubot-natural.git

Now change directory name to whatever your bot's name will gonna be, and install hubot binaries, without overwitting any of the files inside the folder:

mv hubot-natural mybot
cd mybot
npm install
yo hubot

                     _____________________________
                    /                             \
   //\              |      Extracting input for    |
  ////\    _____    |   self-replication process   |
 //////\  /_____\   \                             /
 ======= |[^_/\_]|   /----------------------------
  |   | _|___@@__|__
  +===+/  ///     \_\
   | |_\ /// HUBOT/\\
   |___/\//      /  \\
         \      /   +---+
          \____/    |   |
           | //|    +===+
            \//      |xx|

? Owner Diego <diego.dorgam@rocket.chat>
? Bot name mybot
? Description A simple helpful chatbot for your Company
? Bot adapter rocketchat
   create bin/hubot
   create bin/hubot.cmd
 conflict Procfile
? Overwrite Procfile? do not overwrite
     skip Procfile
 conflict README.md
? Overwrite README.md? do not overwrite
     skip README.md
   create external-scripts.json
   create hubot-scripts.json
 conflict .gitignore
? Overwrite .gitignore? do not overwrite
     skip .gitignore
 conflict package.json
? Overwrite package.json? do not overwrite
     skip package.json
   create scripts/example.coffee
   create .editorconfig

Now, to run your chatbot in shell, you should run:

bin/hubot

wait a minute for the loading process, and then you can talk to mybot.

Take a look to adpaters to run your bot in other platafforms.

Hubot Adapters

Hubot comes with at least 38 adapters, including Rocket.Chat addapter of course.
To connect to your Rocket.Chat instance, you can set env variables, our config pm2 json file.

Checkout other hubot adapters for more info.

Env Variables:

In your terminal window, run:

export ROCKETCHAT_URL=http://localhost:3000
export ROCKETCHAT_ROOM=general
export RESPOND_TO_DM=true
export ROCKETCHAT_USER=mybot
export ROCKETCHAT_PASSWORD=12345
export ROCKETCHAT_AUTH=password
export HUBOT_LOG_LEVEL=debug

bin/hubot -a rocketchat

You can check hubot-rocketchat adapter project for more details.

PM2 Json File

As NodeJS developers we learned to love Process Manager PM2, and we really encourage you to use it.

npm install pm2 -g

Create a mybot.json file and jut set it's content as:

{
	"apps": [{
		"name": "mybot",
		"interpreter": "/bin/bash",
		"watch": true,
		"ignore_watch" : ["client/img"],
		"script": "bin/hubot",
		"args": "-a rocketchat",
		"port": "3001",
		"env": {
			"ROCKETCHAT_URL": "https://localhost:3000",
			"ROCKETCHAT_ROOM": "general",
			"RESPOND_TO_DM": true,
			"ROCKETCHAT_USER": "mybot",
			"ROCKETCHAT_PASSWORD": "12345",
			"ROCKETCHAT_AUTH": "password",
			"HUBOT_LOG_LEVEL": "debug"
		}
	}
]
}

You can also instantiate more than one process with PM2, if you want for example to run more than one instance of your bot:

{
	"apps": [{
		"name": "mybot.0",
		"interpreter": "/bin/bash",
		"watch": true,
		"ignore_watch" : ["client/img"],
		"script": "bin/hubot",
		"args": "-a rocketchat",
		"port": "3001",
		"env": {
			"ROCKETCHAT_URL": "https://localhost:3000",
			"ROCKETCHAT_ROOM": "general",
			"RESPOND_TO_DM": true,
			"ROCKETCHAT_USER": "mybot",
			"ROCKETCHAT_PASSWORD": "12345",
			"ROCKETCHAT_AUTH": "password",
			"HUBOT_LOG_LEVEL": "debug"
		}
	}, {
		"name": "mybot.1",
		"interpreter": "/bin/bash",
		"watch": true,
		"ignore_watch" : ["client/img"],
		"script": "bin/hubot",
		"args": "-a rocketchat",
		"port": "3002",
		"env": {
			"ROCKETCHAT_URL": "https://mycompany.rocket.chat",
			"ROCKETCHAT_ROOM": "general",
			"RESPOND_TO_DM": true,
			"ROCKETCHAT_USER": "mybot",
			"ROCKETCHAT_PASSWORD": "12345",
			"ROCKETCHAT_AUTH": "password",
			"HUBOT_LOG_LEVEL": "debug"
		}
	}
]
}

And of course, you can go nuts setting configs for different plataforms, like facebook mensenger, twitter or telegram ;P.

Thanks to

In Rocket.Chat we are so in love by what we do that we couldn't forget to thanks everyone that made it possible!

Github Hubot Team

Thanks guys for this amazing framework, hubots lives in the heart of Rocket.Chat, and we recommend everyone to checkout https://hubot.github.com and find much much more about hubot!

Natural Node Project

To the NaturalNode Team our most sincere "THAK YOU VERY MUCH!! We loved your project and we are excited to contribute!".
Checkout https://github.com/NaturalNode/natural and let your mind blow!

Digital Ocean's Heartbot

We can not thanks Digital Ocean enough, not only for this beautifull HeartBot project, but also for all the great tutorials and all the contributions to OpenSource moviment.

Thanks to Our Community

And for last but not least, thanks to our big community of contributors, testers, users, partners, and everybody who loves Rocket.Chat and made all this possible.

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[UNMAINTAINED] Natural language interpreter chatbot using hubot and NaturalNode

License:MIT License

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