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.

Apache 2.0 License | Site

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Python	Docs	Code

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

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)

Dense Embedding Models

Sparse Embedding Models

Frameworks

Install

Main Benefits

Simple Example

Python

Resources

Tutorials

​Install

​Main Benefits

​Simple Example

​Python

​Resources

​Tutorials

Install

Main Benefits

Simple Example

Python

Resources

Tutorials