A “chatbot_ai” is a Swedish-speaking application designed to provide native Swedish speakers with a fast and informative interaction. The client aimed to offer a platform that fluently understands and responds in Swedish and only answers relevant to construction engineering questions.
Using LlamaIndex and GPT-4 LLM as well as Swedish-trained SpaCy model to make sure that the conversation is relevant to construction engineering and is in Swedish. The application was constructed using Streamlit. Other training information is provided in TXT and CSV files containing companies reports and other relevant documents.
The user-friendly interface was achieved with Lottie animation.
The chatbot supports various data formats for its knowledge base:
- Text Files (
.txt) - CSV Files (
.csv) - URLs
Simply ingest the data, and chatbot_ai will convert it into documents that form the knowledge base.
Credentials required for the application are securely stored in the secrets.toml file, which is excluded from the version control system using .gitignore
chatbot_ai is deployed on Streamlit Community Cloud.
The application is accessible online. Visit chatbot-web.streamlit.app to interact with the ChatBot.
- Clone the repository
- Install dependencies
- Set up your
secrets.tomlfile with the necessary credentials - Run the Streamlit app