Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -2,18 +2,23 @@ import streamlit as st
|
|
2 |
import os
|
3 |
import time
|
4 |
import re
|
|
|
|
|
|
|
|
|
|
|
5 |
from openai import OpenAI
|
|
|
6 |
|
7 |
# ------------------ App Configuration ------------------
|
8 |
st.set_page_config(page_title="Document AI Assistant", layout="wide")
|
9 |
st.title("π Document AI Assistant")
|
10 |
-
st.caption("Chat with an AI Assistant on your medical/pathology documents")
|
11 |
|
12 |
-
# ------------------ Load API Key and Assistant ID
|
13 |
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
|
14 |
ASSISTANT_ID = os.environ.get("ASSISTANT_ID")
|
15 |
|
16 |
-
# ------------------ Error Handling for Missing Secrets ------------------
|
17 |
if not OPENAI_API_KEY or not ASSISTANT_ID:
|
18 |
st.error("Missing secrets. Please ensure both OPENAI_API_KEY and ASSISTANT_ID are set in your Hugging Face Space secrets.")
|
19 |
st.stop()
|
@@ -30,7 +35,7 @@ if "image_url" not in st.session_state:
|
|
30 |
if "image_updated" not in st.session_state:
|
31 |
st.session_state.image_updated = False
|
32 |
|
33 |
-
# ------------------ Sidebar
|
34 |
st.sidebar.header("π§ Settings")
|
35 |
if st.sidebar.button("π Clear Chat"):
|
36 |
st.session_state.messages = []
|
@@ -41,21 +46,20 @@ if st.sidebar.button("π Clear Chat"):
|
|
41 |
|
42 |
show_image = st.sidebar.checkbox("π Show Document Image", value=True)
|
43 |
|
44 |
-
# ------------------
|
45 |
col1, col2 = st.columns([1, 2])
|
46 |
|
47 |
-
#
|
48 |
with col1:
|
49 |
if show_image and st.session_state.image_url:
|
50 |
st.image(st.session_state.image_url, caption="π Extracted Page", use_container_width=True)
|
51 |
st.session_state.image_updated = False
|
52 |
|
53 |
-
#
|
54 |
with col2:
|
55 |
-
# -- Chat Input (Always at the Top)
|
56 |
prompt = st.chat_input("Type your question about the document...")
|
57 |
|
58 |
-
#
|
59 |
paired_messages = []
|
60 |
buffer = []
|
61 |
for msg in st.session_state.messages:
|
@@ -66,37 +70,33 @@ with col2:
|
|
66 |
if buffer:
|
67 |
paired_messages.append(buffer.copy())
|
68 |
|
69 |
-
#
|
70 |
with st.container():
|
71 |
for pair in reversed(paired_messages):
|
72 |
for msg in pair:
|
73 |
with st.chat_message(msg["role"]):
|
74 |
st.write(msg["content"])
|
75 |
|
76 |
-
#
|
77 |
if prompt:
|
78 |
st.session_state.messages.append({"role": "user", "content": prompt})
|
79 |
|
80 |
try:
|
81 |
-
# Initialize thread if not already done
|
82 |
if st.session_state.thread_id is None:
|
83 |
thread = client.beta.threads.create()
|
84 |
st.session_state.thread_id = thread.id
|
85 |
|
86 |
-
# Send user message to assistant
|
87 |
client.beta.threads.messages.create(
|
88 |
thread_id=st.session_state.thread_id,
|
89 |
role="user",
|
90 |
content=prompt
|
91 |
)
|
92 |
|
93 |
-
# Trigger assistant run
|
94 |
run = client.beta.threads.runs.create(
|
95 |
thread_id=st.session_state.thread_id,
|
96 |
assistant_id=ASSISTANT_ID
|
97 |
)
|
98 |
|
99 |
-
# Wait for assistant to respond
|
100 |
with st.spinner("Assistant is thinking..."):
|
101 |
while True:
|
102 |
run_status = client.beta.threads.runs.retrieve(
|
@@ -107,7 +107,6 @@ with col2:
|
|
107 |
break
|
108 |
time.sleep(1)
|
109 |
|
110 |
-
# Retrieve latest assistant message
|
111 |
messages = client.beta.threads.messages.list(thread_id=st.session_state.thread_id)
|
112 |
assistant_message = None
|
113 |
for message in reversed(messages.data):
|
@@ -117,7 +116,6 @@ with col2:
|
|
117 |
|
118 |
st.session_state.messages.append({"role": "assistant", "content": assistant_message})
|
119 |
|
120 |
-
# -- Extract GitHub-hosted image URL if present
|
121 |
image_match = re.search(
|
122 |
r'https://raw\.githubusercontent\.com/AndrewLORTech/surgical-pathology-manual/main/[\w\-/]*\.png',
|
123 |
assistant_message
|
@@ -126,7 +124,48 @@ with col2:
|
|
126 |
st.session_state.image_url = image_match.group(0)
|
127 |
st.session_state.image_updated = True
|
128 |
|
129 |
-
st.rerun()
|
130 |
|
131 |
except Exception as e:
|
132 |
st.error(f"β Error: {str(e)}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
2 |
import os
|
3 |
import time
|
4 |
import re
|
5 |
+
import uuid
|
6 |
+
import threading
|
7 |
+
import sounddevice as sd
|
8 |
+
import numpy as np
|
9 |
+
|
10 |
from openai import OpenAI
|
11 |
+
from realtime_transcriber import WebSocketClient, connections, WEBSOCKET_URI, WEBSOCKET_HEADERS
|
12 |
|
13 |
# ------------------ App Configuration ------------------
|
14 |
st.set_page_config(page_title="Document AI Assistant", layout="wide")
|
15 |
st.title("π Document AI Assistant")
|
16 |
+
st.caption("Chat with an AI Assistant on your medical/pathology documents and voice")
|
17 |
|
18 |
+
# ------------------ Load API Key and Assistant ID ------------------
|
19 |
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
|
20 |
ASSISTANT_ID = os.environ.get("ASSISTANT_ID")
|
21 |
|
|
|
22 |
if not OPENAI_API_KEY or not ASSISTANT_ID:
|
23 |
st.error("Missing secrets. Please ensure both OPENAI_API_KEY and ASSISTANT_ID are set in your Hugging Face Space secrets.")
|
24 |
st.stop()
|
|
|
35 |
if "image_updated" not in st.session_state:
|
36 |
st.session_state.image_updated = False
|
37 |
|
38 |
+
# ------------------ Sidebar ------------------
|
39 |
st.sidebar.header("π§ Settings")
|
40 |
if st.sidebar.button("π Clear Chat"):
|
41 |
st.session_state.messages = []
|
|
|
46 |
|
47 |
show_image = st.sidebar.checkbox("π Show Document Image", value=True)
|
48 |
|
49 |
+
# ------------------ Section 1: Layout (Image + Chat) ------------------
|
50 |
col1, col2 = st.columns([1, 2])
|
51 |
|
52 |
+
# ----- Left Panel: Document Image -----
|
53 |
with col1:
|
54 |
if show_image and st.session_state.image_url:
|
55 |
st.image(st.session_state.image_url, caption="π Extracted Page", use_container_width=True)
|
56 |
st.session_state.image_updated = False
|
57 |
|
58 |
+
# ----- Right Panel: Chat Assistant -----
|
59 |
with col2:
|
|
|
60 |
prompt = st.chat_input("Type your question about the document...")
|
61 |
|
62 |
+
# Pair user + assistant messages
|
63 |
paired_messages = []
|
64 |
buffer = []
|
65 |
for msg in st.session_state.messages:
|
|
|
70 |
if buffer:
|
71 |
paired_messages.append(buffer.copy())
|
72 |
|
73 |
+
# Render messages from newest to oldest
|
74 |
with st.container():
|
75 |
for pair in reversed(paired_messages):
|
76 |
for msg in pair:
|
77 |
with st.chat_message(msg["role"]):
|
78 |
st.write(msg["content"])
|
79 |
|
80 |
+
# Handle new prompt
|
81 |
if prompt:
|
82 |
st.session_state.messages.append({"role": "user", "content": prompt})
|
83 |
|
84 |
try:
|
|
|
85 |
if st.session_state.thread_id is None:
|
86 |
thread = client.beta.threads.create()
|
87 |
st.session_state.thread_id = thread.id
|
88 |
|
|
|
89 |
client.beta.threads.messages.create(
|
90 |
thread_id=st.session_state.thread_id,
|
91 |
role="user",
|
92 |
content=prompt
|
93 |
)
|
94 |
|
|
|
95 |
run = client.beta.threads.runs.create(
|
96 |
thread_id=st.session_state.thread_id,
|
97 |
assistant_id=ASSISTANT_ID
|
98 |
)
|
99 |
|
|
|
100 |
with st.spinner("Assistant is thinking..."):
|
101 |
while True:
|
102 |
run_status = client.beta.threads.runs.retrieve(
|
|
|
107 |
break
|
108 |
time.sleep(1)
|
109 |
|
|
|
110 |
messages = client.beta.threads.messages.list(thread_id=st.session_state.thread_id)
|
111 |
assistant_message = None
|
112 |
for message in reversed(messages.data):
|
|
|
116 |
|
117 |
st.session_state.messages.append({"role": "assistant", "content": assistant_message})
|
118 |
|
|
|
119 |
image_match = re.search(
|
120 |
r'https://raw\.githubusercontent\.com/AndrewLORTech/surgical-pathology-manual/main/[\w\-/]*\.png',
|
121 |
assistant_message
|
|
|
124 |
st.session_state.image_url = image_match.group(0)
|
125 |
st.session_state.image_updated = True
|
126 |
|
127 |
+
st.rerun()
|
128 |
|
129 |
except Exception as e:
|
130 |
st.error(f"β Error: {str(e)}")
|
131 |
+
|
132 |
+
# ------------------ Section 3: Voice Transcription ------------------
|
133 |
+
st.markdown("---")
|
134 |
+
st.markdown("## ποΈ Real-Time Voice Transcription")
|
135 |
+
|
136 |
+
# Init client
|
137 |
+
if "voice_client_id" not in st.session_state:
|
138 |
+
client_id = str(uuid.uuid4())
|
139 |
+
st.session_state.voice_client_id = client_id
|
140 |
+
connections[client_id] = WebSocketClient(WEBSOCKET_URI, WEBSOCKET_HEADERS, client_id)
|
141 |
+
threading.Thread(target=connections[client_id].run, daemon=True).start()
|
142 |
+
|
143 |
+
client_id = st.session_state.voice_client_id
|
144 |
+
transcript_placeholder = st.empty()
|
145 |
+
|
146 |
+
recording = st.checkbox("π€ Start Recording")
|
147 |
+
|
148 |
+
if recording:
|
149 |
+
st.warning("Recording is active. Speak clearly...")
|
150 |
+
|
151 |
+
def audio_stream_callback(indata, frames, time_info, status):
|
152 |
+
if status:
|
153 |
+
print(f"β οΈ Audio status: {status}")
|
154 |
+
if client_id in connections:
|
155 |
+
connections[client_id].enqueue_audio_chunk(16000, indata.copy())
|
156 |
+
transcript_placeholder.markdown(f"**Live Transcript:**\n\n{connections[client_id].transcript}")
|
157 |
+
|
158 |
+
stream = sd.InputStream(callback=audio_stream_callback, channels=1, samplerate=16000)
|
159 |
+
stream.start()
|
160 |
+
st.session_state["stream"] = stream
|
161 |
+
|
162 |
+
else:
|
163 |
+
if "stream" in st.session_state:
|
164 |
+
st.session_state["stream"].stop()
|
165 |
+
del st.session_state["stream"]
|
166 |
+
st.success("Recording stopped.")
|
167 |
+
|
168 |
+
# Final transcript
|
169 |
+
if client_id in connections:
|
170 |
+
st.markdown("**Final Transcript Output:**")
|
171 |
+
st.markdown(connections[client_id].transcript)
|