Spaces:
Running
Running
import streamlit as st | |
import os | |
import time | |
import re | |
from openai import OpenAI | |
# ------------------ App Configuration ------------------ | |
st.set_page_config(page_title="Document AI Assistant", layout="wide") | |
st.title("π Document AI Assistant") | |
st.caption("Chat with an AI Assistant on your medical/pathology documents") | |
# ------------------ Load API Key and Assistant ID from Hugging Face Secrets ------------------ | |
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY") | |
ASSISTANT_ID = os.environ.get("ASSISTANT_ID") | |
# ------------------ Error Handling for Missing Secrets ------------------ | |
if not OPENAI_API_KEY or not ASSISTANT_ID: | |
st.error("Missing secrets. Please ensure both OPENAI_API_KEY and ASSISTANT_ID are set in your Hugging Face Space secrets.") | |
st.stop() | |
client = OpenAI(api_key=OPENAI_API_KEY) | |
# ------------------ Session State Initialization ------------------ | |
if "messages" not in st.session_state: | |
st.session_state.messages = [] | |
if "thread_id" not in st.session_state: | |
st.session_state.thread_id = None | |
if "image_url" not in st.session_state: | |
st.session_state.image_url = None | |
if "image_updated" not in st.session_state: | |
st.session_state.image_updated = False | |
# ------------------ Sidebar Controls ------------------ | |
st.sidebar.header("π§ Settings") | |
if st.sidebar.button("π Clear Chat"): | |
st.session_state.messages = [] | |
st.session_state.thread_id = None | |
st.session_state.image_url = None | |
st.session_state.image_updated = False | |
st.rerun() | |
show_image = st.sidebar.checkbox("π Show Document Image", value=True) | |
# ------------------ Layout: Image (Left) and Chat (Right) ------------------ | |
col1, col2 = st.columns([1, 2]) | |
# ------------------ Left Panel: Document Image ------------------ | |
with col1: | |
if show_image and st.session_state.image_url: | |
st.image(st.session_state.image_url, caption="π Extracted Page", use_container_width=True) | |
st.session_state.image_updated = False | |
# ------------------ Right Panel: Chat Interface ------------------ | |
with col2: | |
# -- Chat Input (Always at the Top) | |
prompt = st.chat_input("Type your question about the document...") | |
# -- Pair messages (user + assistant) for display | |
paired_messages = [] | |
buffer = [] | |
for msg in st.session_state.messages: | |
buffer.append(msg) | |
if msg["role"] == "assistant" and len(buffer) == 2: | |
paired_messages.append(buffer.copy()) | |
buffer.clear() | |
if buffer: | |
paired_messages.append(buffer.copy()) | |
# -- Display chat history (latest first, older scroll down) | |
with st.container(): | |
for pair in reversed(paired_messages): | |
for msg in pair: | |
with st.chat_message(msg["role"]): | |
st.write(msg["content"]) | |
# -- Process new prompt if entered | |
if prompt: | |
st.session_state.messages.append({"role": "user", "content": prompt}) | |
try: | |
# Initialize thread if not already done | |
if st.session_state.thread_id is None: | |
thread = client.beta.threads.create() | |
st.session_state.thread_id = thread.id | |
# Send user message to assistant | |
client.beta.threads.messages.create( | |
thread_id=st.session_state.thread_id, | |
role="user", | |
content=prompt | |
) | |
# Trigger assistant run | |
run = client.beta.threads.runs.create( | |
thread_id=st.session_state.thread_id, | |
assistant_id=ASSISTANT_ID | |
) | |
# Wait for assistant to respond | |
with st.spinner("Assistant is thinking..."): | |
while True: | |
run_status = client.beta.threads.runs.retrieve( | |
thread_id=st.session_state.thread_id, | |
run_id=run.id | |
) | |
if run_status.status == "completed": | |
break | |
time.sleep(1) | |
# Retrieve latest assistant message | |
messages = client.beta.threads.messages.list(thread_id=st.session_state.thread_id) | |
assistant_message = None | |
for message in reversed(messages.data): | |
if message.role == "assistant": | |
assistant_message = message.content[0].text.value | |
break | |
st.session_state.messages.append({"role": "assistant", "content": assistant_message}) | |
# -- Extract GitHub-hosted image URL if present | |
image_match = re.search( | |
r'https://raw\.githubusercontent\.com/AndrewLORTech/surgical-pathology-manual/main/[\w\-/]*\.png', | |
assistant_message | |
) | |
if image_match: | |
st.session_state.image_url = image_match.group(0) | |
st.session_state.image_updated = True | |
st.rerun() # Rerun to show updated image + message at top | |
except Exception as e: | |
st.error(f"β Error: {str(e)}") | |