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streamlit_frontend_database.py
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154 lines (116 loc) · 3.7 KB
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# ==============================
# 📦 Imports
# ==============================
import streamlit as st
from langgraph_database_backend import chatbot, retrieve_all_threads
from langchain_core.messages import HumanMessage
import uuid
# ==============================
# ⚙️ Utility Functions
# ==============================
def get_thread_id():
return str(uuid.uuid4())
def init_session():
ss = st.session_state
if 'current_thread_id' not in ss:
ss.current_thread_id = get_thread_id()
if 'message_history' not in ss:
ss.message_history = []
if 'thread_history' not in ss:
ss.thread_history = retrieve_all_threads()
if 'chat_started' not in ss:
ss.chat_started = False
def reset_chat():
ss = st.session_state
thread_id = get_thread_id()
ss.current_thread_id = thread_id
ss.message_history = []
if thread_id not in ss.thread_history:
ss.thread_history.append(thread_id)
def resume_thread(thread_id):
ss = st.session_state
ss.current_thread_id = thread_id
messages = load_conversation(thread_id)
ss.message_history = [
{
"role": "user" if isinstance(m, HumanMessage) else "assistant",
"content": m.content
}
for m in messages
]
def load_conversation(thread_id):
state = chatbot.get_state(
config={'configurable': {'thread_id': thread_id}}
)
return state.values.get('messages', [])
# ==============================
# 🧠 Initialize Session
# ==============================
init_session()
ss = st.session_state
# ==============================
# 🏠 Welcome Screen
# ==============================
if not ss.chat_started:
st.markdown(
"""
<div style="display:flex; flex-direction:column; justify-content:center; align-items:center; height:60vh;">
<h1>LangGraph Chatbot</h1>
<p>Welcome to the LangGraph Chatbot!</p>
</div>
""",
unsafe_allow_html=True
)
# ==============================
# 💬 Sidebar
# ==============================
with st.sidebar:
st.title("Create New Chat")
if st.button("New Chat"):
reset_chat()
st.title("Conversation History")
for thread_id in reversed(ss.thread_history):
messages = load_conversation(thread_id)
label = messages[0].content if messages else "New Conversation"
if st.button(label, key=thread_id):
resume_thread(thread_id)
# ==============================
# 💬 Chat History
# ==============================
for msg in ss.message_history:
with st.chat_message(msg["role"]):
st.text(msg["content"])
# ==============================
# ⌨️ User Input
# ==============================
user_input = st.chat_input("Type here")
# ==============================
# 🚀 Chat Handling
# ==============================
if user_input:
ss.chat_started = True
# User message
ss.message_history.append({"role": "user", "content": user_input})
with st.chat_message("user"):
st.text(user_input)
# CONFIG = {'configurable': {'thread_id': ss.current_thread_id}}
CONFIG = {
'configurable': {
'thread_id': ss.current_thread_id
},
'metadata': {
'thread_id': ss.current_thread_id,
},
'run_name': "Chat Run"
}
# AI response (stream)
with st.chat_message("assistant"):
stream = chatbot.stream(
{"messages": [HumanMessage(content=user_input)]},
config=CONFIG,
stream_mode="messages"
)
ai_response = st.write_stream(
chunk.content for chunk, _ in stream
)
ss.message_history.append({"role": "assistant", "content": ai_response})