Modular composable chatbot development
Project description
Puppet
Puppet is a high-level toolkit for building chatbots using conversational components. Try puppet if you want to make your chatbot modular using composable components.
Installation
# optional: create a virtual environment
python3 -m venv myvenv
source myvenv/bin/activate
# install puppet
pip3 install coco-puppet
Additional dependecies
You may want to install dependencies to connect to channels such as telegram and discord or share components on cocohub.
Available dependecies
- discord - to connect your bot/component to discord
- telegram - to connect your bot/component to telegram
- msbf - to connect your bot/component to microsoft bot framework
- vendor - publish component on cocohub
- dsl - Hy DSL for nicer syntax when building components/nlu
Examples:
pip install coco-puppet[telegram]
# or for multiple dependecies
pip install coco-puppet[telegram,dsl]
Getting Started
Create your first bot
Puppet components are python coroutines (note the async def
)
We take state
as the first parameter - which is an object that allow us to interact with the environment the component/bot is running on
async def mybot(state):
# state.user_input() waits for the next user input
user_input = await state.user_input()
# state.say sends a response
await state.say(user_input)
Paste this code in a file called example.py
Try it in the terminal
python3 -m puppet example.mybot
Channels
Connecting to channels is easy and just requires using regular puppet components
Telegram
Make sure to install puppet with telegram support - pip install coco-puppet[telegram]
Create a new bot and get telegram token from Telegram botfather using this guide: https://core.telegram.org/bots#6-botfather
export TELEGRAM_TOKEN=<Your telegram bot token>
python3 -m puppet.channels.telegram example.mybot
Discord
Make sure to install puppet with discord support - pip install coco-puppet[discord]
Create a new bot account and get a token using this guide: https://discordpy.readthedocs.io/en/latest/discord.html
export DISCORD_KEY=<Your discord bot token>
python3 -m puppet.channels.discord example.mybot
Microsoft bot framework
Make sure to install puppet with microsoft bot framework support - pip install coco-puppet[msbf]
export MicrosoftAppId=<Your bot Microsft App Id>
export MicrosoftAppPassword=<Your bot Microsoft App Password>
python3 -m puppet.channels.msbf example.mybot
Basic Language Understanding
Inside puppet.nlu we have simple patterns to regex compiler to perform basic understanding tasks
Compile simple word patterns to regex
Some Examples:
intent = Intent(
Pattern("the", "boy", "ate", "an", "apple")
)
assert intent("the boy ate an apple") == True
assert intent("the boy ate an orange") == False
intent = Intent(
Pattern("the", "boy", "ate", "an", AnyWords(min=1, max=1))
)
assert intent("the boy ate an apple") == True
assert intent("the boy ate an orange") == True
intent = Intent(
Pattern("the", Words("boy", "girl"), "ate", "an", AnyWords(min=1, max=1))
)
assert intent("the boy ate an apple") == True
assert intent("the boy ate an orange") == True
assert intent("the girl ate an orange") == True
assert intent("the girl ate a banana") == False
intent = Intent(
Pattern("the", ("boy", "girl"), "ate", WordsRegex(r"an?"), AnyWords(min=1, max=1))
)
assert intent("the boy ate an apple") == True
assert intent("the boy ate an orange") == True
assert intent("the girl ate an orange") == True
assert intent("the girl ate a banana") == True
assert intent("a nice boy ate an apple") == False
intent = Intent(
Pattern(WILDCARD, Words("boy", "girl"), "ate", WordsRegex(r"an?"), AnyWords(min=1, max=1))
)
assert intent("a nice boy ate an apple") == True
Pattern
takes sentence elements and translate each one to optmized regular expression.
Intent
groups multiple patterns so if any of the patterns match the intent evals to True
Project details
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