quivr/main.py
2023-05-13 01:30:00 +02:00

70 lines
2.7 KiB
Python

# main.py
import os
import tempfile
import streamlit as st
from files import file_uploader
from question import chat_with_doc
from brain import brain
from langchain.embeddings.openai import OpenAIEmbeddings
from langchain.vectorstores import SupabaseVectorStore
from supabase import Client, create_client
# supabase_url = "https://fqgpcifsfmamprzldyiv.supabase.co"
supabase_url = st.secrets.supabase_url
supabase_key = st.secrets.supabase_service_key
openai_api_key = st.secrets.openai_api_key
supabase: Client = create_client(supabase_url, supabase_key)
embeddings = OpenAIEmbeddings(openai_api_key=openai_api_key)
vector_store = SupabaseVectorStore(supabase, embeddings, table_name="documents")
# Set the theme
st.set_page_config(
page_title="Second Brain",
layout="wide",
initial_sidebar_state="expanded",
)
st.title("🧠 Second Brain 🧠")
st.markdown("Store your knowledge in a vector store and query it with OpenAI's GPT-3/4.")
st.markdown("---\n\n")
# Initialize session state variables
if 'model' not in st.session_state:
st.session_state['model'] = "gpt-3.5-turbo"
if 'temperature' not in st.session_state:
st.session_state['temperature'] = 0.0
if 'chunk_size' not in st.session_state:
st.session_state['chunk_size'] = 500
if 'chunk_overlap' not in st.session_state:
st.session_state['chunk_overlap'] = 0
# Create a radio button for user to choose between adding knowledge or asking a question
user_choice = st.radio("Choose an action", ('Add Knowledge', 'Chat with your Brain','Forget' ))
st.markdown("---\n\n")
if user_choice == 'Add Knowledge':
# Display chunk size and overlap selection only when adding knowledge
st.sidebar.title("Configuration")
st.sidebar.markdown("Choose your chunk size and overlap for adding knowledge.")
st.session_state['chunk_size'] = st.sidebar.slider("Select Chunk Size", 100, 1000, st.session_state['chunk_size'], 50)
st.session_state['chunk_overlap'] = st.sidebar.slider("Select Chunk Overlap", 0, 100, st.session_state['chunk_overlap'], 10)
file_uploader(supabase, openai_api_key, vector_store)
elif user_choice == 'Chat with your Brain':
# Display model and temperature selection only when asking questions
st.sidebar.title("Configuration")
st.sidebar.markdown("Choose your model and temperature for asking questions.")
st.session_state['model'] = st.sidebar.selectbox("Select Model", ["gpt-3.5-turbo", "gpt-4"], index=("gpt-3.5-turbo", "gpt-4").index(st.session_state['model']))
st.session_state['temperature'] = st.sidebar.slider("Select Temperature", 0.0, 1.0, st.session_state['temperature'], 0.1)
chat_with_doc(openai_api_key, vector_store)
elif user_choice == 'Forget':
st.sidebar.title("Configuration")
brain(supabase)
st.markdown("---\n\n")