Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
@@ -2,132 +2,110 @@ import streamlit as st
|
|
2 |
import os
|
3 |
import time
|
4 |
import re
|
5 |
-
import requests
|
6 |
-
import tempfile
|
7 |
-
import wave
|
8 |
-
import numpy as np
|
9 |
from openai import OpenAI
|
10 |
-
from streamlit_audio_recorder import audio_recorder
|
11 |
|
12 |
-
# ------------------
|
13 |
st.set_page_config(page_title="Document AI Assistant", layout="wide")
|
14 |
st.title("π Document AI Assistant")
|
15 |
st.caption("Chat with an AI Assistant on your medical/pathology documents")
|
16 |
|
17 |
-
# ------------------ Load Secrets ------------------
|
18 |
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
|
19 |
ASSISTANT_ID = os.environ.get("ASSISTANT_ID")
|
20 |
|
|
|
21 |
if not OPENAI_API_KEY or not ASSISTANT_ID:
|
22 |
-
st.error("
|
23 |
st.stop()
|
24 |
|
25 |
client = OpenAI(api_key=OPENAI_API_KEY)
|
26 |
|
27 |
-
# ------------------ Session State
|
28 |
-
|
29 |
-
|
30 |
-
|
31 |
-
|
32 |
-
|
33 |
-
|
34 |
-
|
35 |
-
|
36 |
-
"https://api.openai.com/v1/audio/transcriptions",
|
37 |
-
headers={"Authorization": f"Bearer {api_key}"},
|
38 |
-
files={"file": f},
|
39 |
-
data={"model": "whisper-1"}
|
40 |
-
)
|
41 |
-
return response.json().get("text", None)
|
42 |
-
|
43 |
-
# ------------------ Sidebar & Layout ------------------
|
44 |
st.sidebar.header("π§ Settings")
|
45 |
if st.sidebar.button("π Clear Chat"):
|
46 |
st.session_state.messages = []
|
47 |
st.session_state.thread_id = None
|
48 |
st.session_state.image_url = None
|
49 |
-
st.session_state.transcript = None
|
50 |
st.rerun()
|
51 |
|
52 |
show_image = st.sidebar.checkbox("π Show Document Image", value=True)
|
53 |
-
col1, col2 = st.columns([1, 2])
|
54 |
|
55 |
-
# ------------------
|
|
|
|
|
|
|
56 |
with col1:
|
57 |
if show_image and st.session_state.image_url:
|
58 |
st.image(st.session_state.image_url, caption="π Extracted Page", use_container_width=True)
|
59 |
|
60 |
-
# ------------------ Chat
|
61 |
with col2:
|
62 |
for message in st.session_state.messages:
|
63 |
-
|
64 |
-
|
65 |
-
|
66 |
-
|
67 |
-
audio_bytes = audio_recorder(pause_threshold=3.0, energy_threshold=-1.0, sample_rate=44100)
|
68 |
-
|
69 |
-
if audio_bytes:
|
70 |
-
# Save temporary WAV file
|
71 |
-
with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmpfile:
|
72 |
-
tmpfile.write(audio_bytes)
|
73 |
-
tmp_path = tmpfile.name
|
74 |
-
|
75 |
-
st.audio(tmp_path, format="audio/wav")
|
76 |
-
|
77 |
-
with st.spinner("π§ Transcribing..."):
|
78 |
-
transcript = transcribe_audio(tmp_path, OPENAI_API_KEY)
|
79 |
-
|
80 |
-
if transcript:
|
81 |
-
st.success("π Transcript: " + transcript)
|
82 |
-
st.session_state.transcript = transcript
|
83 |
-
|
84 |
-
# Submit Transcript to Assistant
|
85 |
-
if st.session_state.transcript:
|
86 |
-
if st.button("β
Send Transcript to Assistant"):
|
87 |
-
user_input = st.session_state.transcript
|
88 |
-
st.session_state.transcript = None # reset
|
89 |
-
|
90 |
-
st.session_state.messages.append({"role": "user", "content": user_input})
|
91 |
-
st.chat_message("user").write(user_input)
|
92 |
-
|
93 |
-
try:
|
94 |
-
if st.session_state.thread_id is None:
|
95 |
-
thread = client.beta.threads.create()
|
96 |
-
st.session_state.thread_id = thread.id
|
97 |
-
|
98 |
-
thread_id = st.session_state.thread_id
|
99 |
-
client.beta.threads.messages.create(thread_id=thread_id, role="user", content=user_input)
|
100 |
-
run = client.beta.threads.runs.create(thread_id=thread_id, assistant_id=ASSISTANT_ID)
|
101 |
-
|
102 |
-
with st.spinner("π€ Assistant is thinking..."):
|
103 |
-
while True:
|
104 |
-
run_status = client.beta.threads.runs.retrieve(thread_id=thread_id, run_id=run.id)
|
105 |
-
if run_status.status == "completed":
|
106 |
-
break
|
107 |
-
time.sleep(1)
|
108 |
-
|
109 |
-
messages = client.beta.threads.messages.list(thread_id=thread_id)
|
110 |
-
assistant_message = next(
|
111 |
-
(m.content[0].text.value for m in reversed(messages.data) if m.role == "assistant"), None
|
112 |
-
)
|
113 |
-
|
114 |
-
st.chat_message("assistant").write(assistant_message)
|
115 |
-
st.session_state.messages.append({"role": "assistant", "content": assistant_message})
|
116 |
-
|
117 |
-
# Extract GitHub image if available
|
118 |
-
image_match = re.search(
|
119 |
-
r'https://raw\.githubusercontent\.com/AndrewLORTech/surgical-pathology-manual/main/[\w\-/]*\.png',
|
120 |
-
assistant_message
|
121 |
-
)
|
122 |
-
if image_match:
|
123 |
-
st.session_state.image_url = image_match.group(0)
|
124 |
-
|
125 |
-
except Exception as e:
|
126 |
-
st.error(f"β Error: {str(e)}")
|
127 |
-
|
128 |
-
# Fallback text input
|
129 |
-
if prompt := st.chat_input("π¬ Or type your question..."):
|
130 |
st.session_state.messages.append({"role": "user", "content": prompt})
|
131 |
st.chat_message("user").write(prompt)
|
132 |
-
st.session_state.transcript = prompt # Treat like voice input for now
|
133 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 from Hugging Face Secrets ------------------
|
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()
|
20 |
|
21 |
client = OpenAI(api_key=OPENAI_API_KEY)
|
22 |
|
23 |
+
# ------------------ Session State Initialization ------------------
|
24 |
+
if "messages" not in st.session_state:
|
25 |
+
st.session_state.messages = []
|
26 |
+
if "thread_id" not in st.session_state:
|
27 |
+
st.session_state.thread_id = None
|
28 |
+
if "image_url" not in st.session_state:
|
29 |
+
st.session_state.image_url = None
|
30 |
+
|
31 |
+
# ------------------ Sidebar Controls ------------------
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
32 |
st.sidebar.header("π§ Settings")
|
33 |
if st.sidebar.button("π Clear Chat"):
|
34 |
st.session_state.messages = []
|
35 |
st.session_state.thread_id = None
|
36 |
st.session_state.image_url = None
|
|
|
37 |
st.rerun()
|
38 |
|
39 |
show_image = st.sidebar.checkbox("π Show Document Image", value=True)
|
|
|
40 |
|
41 |
+
# ------------------ Split Layout ------------------
|
42 |
+
col1, col2 = st.columns([1, 2]) # Adjust ratio as needed
|
43 |
+
|
44 |
+
# ------------------ Image Panel (Left) ------------------
|
45 |
with col1:
|
46 |
if show_image and st.session_state.image_url:
|
47 |
st.image(st.session_state.image_url, caption="π Extracted Page", use_container_width=True)
|
48 |
|
49 |
+
# ------------------ Chat Panel (Right) ------------------
|
50 |
with col2:
|
51 |
for message in st.session_state.messages:
|
52 |
+
role, content = message["role"], message["content"]
|
53 |
+
st.chat_message(role).write(content)
|
54 |
+
|
55 |
+
if prompt := st.chat_input("Type your question about the document..."):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
56 |
st.session_state.messages.append({"role": "user", "content": prompt})
|
57 |
st.chat_message("user").write(prompt)
|
|
|
58 |
|
59 |
+
try:
|
60 |
+
# Initialize thread if needed
|
61 |
+
if st.session_state.thread_id is None:
|
62 |
+
thread = client.beta.threads.create()
|
63 |
+
st.session_state.thread_id = thread.id
|
64 |
+
|
65 |
+
thread_id = st.session_state.thread_id
|
66 |
+
|
67 |
+
# Send message to assistant
|
68 |
+
client.beta.threads.messages.create(
|
69 |
+
thread_id=thread_id,
|
70 |
+
role="user",
|
71 |
+
content=prompt
|
72 |
+
)
|
73 |
+
|
74 |
+
# Run assistant
|
75 |
+
run = client.beta.threads.runs.create(
|
76 |
+
thread_id=thread_id,
|
77 |
+
assistant_id=ASSISTANT_ID
|
78 |
+
)
|
79 |
+
|
80 |
+
# Wait for assistant response
|
81 |
+
with st.spinner("Assistant is thinking..."):
|
82 |
+
while True:
|
83 |
+
run_status = client.beta.threads.runs.retrieve(
|
84 |
+
thread_id=thread_id,
|
85 |
+
run_id=run.id
|
86 |
+
)
|
87 |
+
if run_status.status == "completed":
|
88 |
+
break
|
89 |
+
time.sleep(1)
|
90 |
+
|
91 |
+
# Get assistant response
|
92 |
+
messages = client.beta.threads.messages.list(thread_id=thread_id)
|
93 |
+
assistant_message = None
|
94 |
+
for message in reversed(messages.data):
|
95 |
+
if message.role == "assistant":
|
96 |
+
assistant_message = message.content[0].text.value
|
97 |
+
break
|
98 |
+
|
99 |
+
st.chat_message("assistant").write(assistant_message)
|
100 |
+
st.session_state.messages.append({"role": "assistant", "content": assistant_message})
|
101 |
+
|
102 |
+
# Extract GitHub image from response if available
|
103 |
+
image_match = re.search(
|
104 |
+
r'https://raw\.githubusercontent\.com/AndrewLORTech/surgical-pathology-manual/main/[\w\-/]*\.png',
|
105 |
+
assistant_message
|
106 |
+
)
|
107 |
+
if image_match:
|
108 |
+
st.session_state.image_url = image_match.group(0)
|
109 |
+
|
110 |
+
except Exception as e:
|
111 |
+
st.error(f"β Error: {str(e)}")
|