Modular composable chatbot development
Project description
Agent (agt)
Agent is a high-level toolkit for building chatbots using conversational components. Try Agent 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 agt
pip3 install agt
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 agt[telegram]
# or for multiple dependecies
pip install agt[telegram,dsl]
Getting Started
Create your first bot
Agent 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 agt example.mybot
Channels
Connecting to channels is easy and just requires using regular Agent components
Telegram
Make sure to install agt with telegram support - pip install agt[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 agt.channels.telegram example.mybot
Discord
Make sure to install agt with discord support - pip install agt[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 agt.channels.discord example.mybot
Microsoft bot framework
Make sure to install agt with microsoft bot framework support - pip install agt[msbf]
export MicrosoftAppId=<Your bot Microsft App Id>
export MicrosoftAppPassword=<Your bot Microsoft App Password>
python3 -m agt.channels.msbf example.mybot
Basic Language Understanding
Inside agt.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
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