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import os | |
import sys | |
from shiny.express import input, ui | |
from all_rag_fns import do_rag | |
ui.page_opts( | |
title="Use Shiny to Run RAG on the previous R/Gov Talks", | |
fillable=True, | |
fillable_mobile=True, | |
) | |
oai_api_key = os.getenv("OPENAI_API_KEY") | |
with ui.layout_sidebar(): | |
# Add radio buttons in the sidebar | |
with ui.sidebar(): | |
ui.input_radio_buttons( | |
"model_choice", | |
"Select Model:", | |
choices={"gpt-4o-mini": "Cheaper", "gpt-4o": "More Accurate"}, | |
selected="gpt-4o-mini", | |
) | |
# Create a chat instance and display it in the main panel | |
chat = ui.Chat(id="chat") | |
chat.ui() | |
ui.markdown( | |
""" | |
This app was created for Alan Feder's [talk at the 2024 R/Gov Conference](https://rstats.ai/gov.html). | |
The Github repository that houses all the code is [here](https://github.com/AlanFeder/rgov-2024) -- feel free to fork it and use it on your own! | |
""" | |
) | |
ui.hr() # Divider | |
ui.h3("Contact me!") | |
ui.img(src="https://raw.githubusercontent.com/AlanFeder/rgov-2024/refs/heads/main/AJF_Headshot.jpg", width="60px") | |
ui.markdown( | |
""" | |
[Email](mailto:[email protected]) | [Website](https://www.alanfeder.com/) | [LinkedIn](https://www.linkedin.com/in/alanfeder/) | [GitHub](https://github.com/AlanFeder) | |
""" | |
) | |
# Define a callback to run when the user submits a message | |
async def _(): | |
user_message = chat.user_input() | |
response, _ = do_rag( | |
user_input=user_message, | |
n_results=3, | |
stream=True, | |
oai_api_key=oai_api_key, | |
model_name=input.model_choice(), | |
) | |
# Append the response into the chat | |
await chat.append_message_stream(response) | |