karim-aloulou/Espitchatbot-RASA-RAVEN

Chatbot that answers frequently asked questions in French, English, and Tunisian using the Rasa NLU framework and RWKV-4-Raven ## Espritchatbot V1.1 This is a chatbot designed to answer questions about Esprit University. It was created by a group of Esprit's Students called INNOVISION using the Rasa framework. The unindexed intents are generated using the RWKV-4-Raven ## Prerequirments Python 3.4+ Virtualenv pip ## Installation To open the chatbot, clone the repository to your local machine: ``` git clone github.com ``` All of the following will be built into a virtualenv open the cmd in the root folder do : ``` cd ../ ``` Then do the follow: ``` python -m venv myenv ``` Then activate the environnement windows : ``` myenv\Scripts\activate ``` linux : ``` source myenv/bin/activate ``` Make sure you have Python 3.x installed on your machine. You can install the required Python libraries by running: ``` pip install -r requirements.txt ``` open the actions folder and drop the RWKV-4-Raven-7B-V10 model click on it to download Here we used the V10 99% English 1% other 8192 ctx you can download and use any other version found HERE ## Usage To use the chatbot, navigate to the Espritchatbot directory and run these following commands: 1- if you are using the chatbot for the first time you will need to train it : ``` rasa train ``` 2- Run the chatbot : ``` rasa shell ``` 3- You will need to run the actions Open another cmd access the root then run : ``` rasa run actions --port 5055 ``` PS : choose the proper strategy for your own hardware configuration while loading the RWKV model in the actions.py file Here we tested it with cuda fp16i8 *20+ you can see other options HERE RWKV python implementation can be found HERE Hyperparameters of RWKV can be found in the actions.py file 4- Run the chatbot with nlu accuracy: ``` rasa shell nlu ``` ## Credits Credits for the RWKV-4-Raven model goes to BlinkDL Credits for Rasa project structure and implementation goes to INNOVISION INNOVISION Team Members: - Med Karim Akkari - Nadia Bedhi …