Streamlit
Streamlit is an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data science. In just a few minutes you can build and deploy powerful data apps.
Install
Install Streamlit: pip install streamlit
Install streamlit-chromadb-connection, which connects your Streamlit app to Chroma through st.connection: pip install streamlit-chromadb-connection
Main Benefits
- Easy to get started with Streamlit's straightforward syntax
- Built-in chatbot functionality
- Pre-built integration with Chroma via streamlit-chromadb-connection
- Deploy apps for free on Streamlit Community Cloud
Simple Example
Python
Python
import streamlit as st
from streamlit_chromadb_connection.chromadb_connection import ChromadbConnection
configuration = {
"client": "PersistentClient",
"path": "/tmp/.chroma"
}
collection_name = "documents_collection"
conn = st.connection("chromadb",
type=ChromaDBConnection,
**configuration)
documents_collection_df = conn.get_collection_data(collection_name)
st.dataframe(documents_collection_df)
Resources
- Instructions for using streamlit-chromadb-connection to connect your Streamlit app to Chroma
- Demo app for streamlit-chromadb-connection
- Streamlit's st.connection documentation
- Guide to using vector databases with Streamlit