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from json import JSONDecodeError | |
import logging | |
import streamlit as st | |
from utils.haystack import run_agent, start_haystack | |
from utils.ui import reset_results, set_initial_state, sidebar | |
from utils.config import OPENAI_API_KEY, SERPER_KEY | |
set_initial_state() | |
sidebar() | |
st.write("# π© What would they have posted about this?") | |
st.write("### This app had to be changed from searching Twitter posts to searching Mastodon posts due to API changes") | |
st.write("## About this App") | |
st.write("This app, built with [Haystack](https://github.com/deepset-ai/haystack#readme) uses an [Agent](https://docs.haystack.deepset.ai/docs/agent) (with GPT-4) with a `WebSearch` and `MastodonRetriever` tool") | |
st.write("The `MastodonRetriever` is set to retrieve the latest 20 mastodon posts by the given Mastodon username to construct an understanding of their style of posting") | |
st.write("### Instructions") | |
st.write("For best results, please provide a Mastodon username as it appears on twitter. E.g.: [[email protected]](https://mastodon.social/@ivepetthatdog) πΆ") | |
st.write("### Example") | |
st.image("./images/mastodon_example.png") | |
# if st.session_state.get("OPENAI_API_KEY") and st.session_state.get("SERPER_KEY"): | |
agent = start_haystack(openai_key=OPENAI_API_KEY, serper_key=SERPER_KEY) | |
# st.session_state["api_keys_configured"] = True | |
# Search bar | |
question = st.text_input("Example: If the twitter account tuanacelik were to write a post in their style about climate change, what would it be?", on_change=reset_results) | |
run_pressed = st.button("Generate post") | |
# else: | |
# st.write("Please provide your OpenAI and SerperDev Keys to start using the application") | |
# st.write("If you are using a smaller screen, open the sidebar from the top left to provide your OpenAI Key π") | |
# if st.session_state.get("api_keys_configured"): | |
run_query = ( | |
run_pressed or question != st.session_state.question | |
) | |
if run_query and question: | |
reset_results() | |
st.session_state.question = question | |
try: | |
st.session_state.result = run_agent(agent, question) | |
except JSONDecodeError as je: | |
st.error( | |
"π An error occurred reading the results. Is the document store working?" | |
) | |
except Exception as e: | |
logging.exception(e) | |
st.error("π An error occurred during the request.") | |
if st.session_state.result: | |
result = st.session_state.result | |
st.write(result["answers"][0].answer) |