Alter nlu
Natural language understanding library for chatbots with intent recognition and entity extraction.
AlterNLU is an open source tool for building chatbot and AI assistant. It gives the developer a minimal approach to build an assistant or bot in production environment. The project is written primarily in Python, distributed under the Apache License 2.0 license, first published in 2019. Key topics include: bot, bot-framework, chatbot, chatbot-framework, conversational-ai.
AlterNLU - Open Source NLU Engine
AlterNLU is an open source tool for building chatbot and AI assistant. It gives the developer a minimal approach to build an assistant or bot in production environment.
It converts natural language to structured data. Eg:
Input:
{"text": "i want few covers for my mobile and pillows. and two bed sheet"}
Output:
{
"intent": "search_product",
"confidence": "0.9999974",
"entities": [
{
"value": "bedsheet",
"category": "product_type"
},
{
"value": "Mobile cover",
"category": "product_type"
},
{
"value": "pillow covers",
"category": "product_type"
}
]
}
Getting Started -
Once AlterNLU is set up see Setting Up, you can try it out in 4 simple steps.
-
Get Training Data. Recommended : Use Kontiki Console
-
Run AlterNLU Engine.
python3 server.py -
Rest API training.
http://<ip_address>:5001/train Method : POST Accept / Content_type : application/json Data : training_data file from Kontiki Platform.curl -H "Content-Type: application/json" --data @<file path> http://localhost:5001/train -
Rest API parse query.
http://<ip_address>:5001/parse Method : POST Accept / Content_type : application/json Data : {"text": "<your_query>"}
Continuous Deployment -
Latest Model will be deployed automatically once training get completed and ready for serving.
Setting Up -
- Install Python3 & pip
apt-get update apt-get install python3.6 apt-get install python3-pip - Setup Virtual Environment
pip3 install virtualenv virtualenv nlu cd nlu source bin/activate - Install AlterNLU
git clone https://github.com/anuragmishra1/alter-nlu.git cd alter-nlu python3 setup.py install - Run Server
python3 server.py
Contributors
Showing top 5 contributors by commit count.
