Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -2,8 +2,7 @@
|
|
| 2 |
Pharmaceutical Analytics Agentic AI Demo - Streamlit App
|
| 3 |
|
| 4 |
This is the main Streamlit application for the pharmaceutical analytics demo.
|
| 5 |
-
It
|
| 6 |
-
running directly on Hugging Face Spaces.
|
| 7 |
|
| 8 |
Usage (on Hugging Face):
|
| 9 |
The app runs automatically
|
|
@@ -13,34 +12,17 @@ Usage (locally):
|
|
| 13 |
"""
|
| 14 |
|
| 15 |
import streamlit as st
|
| 16 |
-
import pandas as pd
|
| 17 |
-
import numpy as np
|
| 18 |
-
import matplotlib.pyplot as plt
|
| 19 |
-
import seaborn as sns
|
| 20 |
import os
|
| 21 |
-
import json
|
| 22 |
-
import time
|
| 23 |
import sys
|
|
|
|
| 24 |
from datetime import datetime
|
| 25 |
-
import sqlite3
|
| 26 |
-
import plotly.express as px
|
| 27 |
-
import plotly.graph_objects as go
|
| 28 |
-
import networkx as nx
|
| 29 |
-
from pyvis.network import Network
|
| 30 |
-
import tempfile
|
| 31 |
-
import base64
|
| 32 |
-
from PIL import Image
|
| 33 |
-
from io import BytesIO
|
| 34 |
-
import uuid
|
| 35 |
-
import threading
|
| 36 |
-
import queue
|
| 37 |
-
|
| 38 |
-
# Import diagnostics module
|
| 39 |
-
from updated_diagnostics import render_diagnostics_tab
|
| 40 |
|
| 41 |
# Add current directory to path to ensure module imports work
|
| 42 |
sys.path.insert(0, os.path.abspath(os.path.dirname(__file__)))
|
| 43 |
|
|
|
|
|
|
|
|
|
|
| 44 |
# Initialize environment
|
| 45 |
def setup_environment():
|
| 46 |
"""Setup the demo environment"""
|
|
@@ -121,72 +103,6 @@ st.set_page_config(
|
|
| 121 |
initial_sidebar_state="expanded"
|
| 122 |
)
|
| 123 |
|
| 124 |
-
# Initialize session state for workflow
|
| 125 |
-
if "workflow_state" not in st.session_state:
|
| 126 |
-
st.session_state.workflow_state = None
|
| 127 |
-
|
| 128 |
-
if "workflow_thread" not in st.session_state:
|
| 129 |
-
st.session_state.workflow_thread = None
|
| 130 |
-
|
| 131 |
-
if "status_queue" not in st.session_state:
|
| 132 |
-
st.session_state.status_queue = queue.Queue()
|
| 133 |
-
|
| 134 |
-
if "logs" not in st.session_state:
|
| 135 |
-
st.session_state.logs = []
|
| 136 |
-
|
| 137 |
-
if "current_step" not in st.session_state:
|
| 138 |
-
st.session_state.current_step = None
|
| 139 |
-
|
| 140 |
-
if "alert_submitted" not in st.session_state:
|
| 141 |
-
st.session_state.alert_submitted = False
|
| 142 |
-
|
| 143 |
-
if "show_sql" not in st.session_state:
|
| 144 |
-
st.session_state.show_sql = False
|
| 145 |
-
|
| 146 |
-
if "show_code" not in st.session_state:
|
| 147 |
-
st.session_state.show_code = False
|
| 148 |
-
|
| 149 |
-
if "environment_ready" not in st.session_state:
|
| 150 |
-
st.session_state.environment_ready = False
|
| 151 |
-
|
| 152 |
-
if "agents_loaded" not in st.session_state:
|
| 153 |
-
st.session_state.agents_loaded = False
|
| 154 |
-
|
| 155 |
-
if "initialization_attempted" not in st.session_state:
|
| 156 |
-
st.session_state.initialization_attempted = False
|
| 157 |
-
|
| 158 |
-
if "active_tab" not in st.session_state:
|
| 159 |
-
st.session_state.active_tab = "Main"
|
| 160 |
-
|
| 161 |
-
# Run workflow in separate thread
|
| 162 |
-
def run_workflow_thread(workflow, alert):
|
| 163 |
-
try:
|
| 164 |
-
# Update status
|
| 165 |
-
st.session_state.status_queue.put(("info", "Planning analysis approach..."))
|
| 166 |
-
st.session_state.current_step = "planning"
|
| 167 |
-
|
| 168 |
-
# Run the workflow with more detailed logging
|
| 169 |
-
print(f"Starting workflow with alert: {alert}")
|
| 170 |
-
result = workflow.run_workflow(alert)
|
| 171 |
-
print("Workflow completed successfully")
|
| 172 |
-
|
| 173 |
-
# Store the result
|
| 174 |
-
st.session_state.workflow_state = result
|
| 175 |
-
|
| 176 |
-
# Update status
|
| 177 |
-
st.session_state.status_queue.put(("success", "Analysis complete!"))
|
| 178 |
-
st.session_state.current_step = "complete"
|
| 179 |
-
except Exception as e:
|
| 180 |
-
import traceback
|
| 181 |
-
error_details = f"Error in workflow: {str(e)}\n{traceback.format_exc()}"
|
| 182 |
-
print(error_details)
|
| 183 |
-
st.session_state.status_queue.put(("error", f"Error: {str(e)}"))
|
| 184 |
-
st.session_state.current_step = "error"
|
| 185 |
-
# Add to error details for debugging
|
| 186 |
-
if "error_details" not in st.session_state:
|
| 187 |
-
st.session_state.error_details = []
|
| 188 |
-
st.session_state.error_details.append(error_details)
|
| 189 |
-
|
| 190 |
# Main application header
|
| 191 |
st.title("🔮 Agentic Pharmaceutical Analytics Platform")
|
| 192 |
st.markdown("### Automated Analytics Workflow for Pharmaceutical Brand Leaders")
|
|
@@ -210,7 +126,7 @@ with st.sidebar:
|
|
| 210 |
st.success("✓ Claude API key found")
|
| 211 |
|
| 212 |
# Setup environment if not already done
|
| 213 |
-
if not st.session_state.environment_ready:
|
| 214 |
st.session_state.environment_ready = setup_environment()
|
| 215 |
if not st.session_state.environment_ready:
|
| 216 |
st.error("Environment setup failed. Check error messages above.")
|
|
@@ -218,7 +134,7 @@ with st.sidebar:
|
|
| 218 |
st.stop()
|
| 219 |
|
| 220 |
# Initialize agents if environment is ready
|
| 221 |
-
if st.session_state.environment_ready and not st.session_state.agents_loaded:
|
| 222 |
st.markdown("### Initializing agents...")
|
| 223 |
agents_loaded, agents_or_error = initialize_agents()
|
| 224 |
st.session_state.agents_loaded = agents_loaded
|
|
@@ -232,13 +148,13 @@ with st.sidebar:
|
|
| 232 |
st.info("Try refreshing the page or check logs.")
|
| 233 |
# Don't stop here, allow diagnostics tab to run
|
| 234 |
|
| 235 |
-
# Debug options (only show if environment
|
| 236 |
-
if st.session_state.environment_ready:
|
| 237 |
st.subheader("Debug Options")
|
| 238 |
-
show_sql = st.checkbox("Show Generated SQL", value=st.session_state.show_sql)
|
| 239 |
st.session_state.show_sql = show_sql
|
| 240 |
|
| 241 |
-
show_code = st.checkbox("Show Generated Python", value=st.session_state.show_code)
|
| 242 |
st.session_state.show_code = show_code
|
| 243 |
|
| 244 |
# Explanation
|
|
@@ -257,238 +173,23 @@ with st.sidebar:
|
|
| 257 |
""")
|
| 258 |
|
| 259 |
# Restart button
|
| 260 |
-
if st.session_state.workflow_state is not None:
|
| 261 |
if st.button("Restart Demo"):
|
| 262 |
st.session_state.workflow_state = None
|
| 263 |
st.session_state.workflow_thread = None
|
| 264 |
st.session_state.logs = []
|
| 265 |
st.session_state.current_step = None
|
| 266 |
st.session_state.alert_submitted = False
|
|
|
|
| 267 |
st.rerun()
|
| 268 |
|
| 269 |
-
#
|
| 270 |
-
|
| 271 |
-
|
| 272 |
-
|
| 273 |
-
# Only show main app if environment is ready
|
| 274 |
-
if not st.session_state.environment_ready:
|
| 275 |
-
st.info("Setting up environment. Please wait...")
|
| 276 |
-
else:
|
| 277 |
-
# Main screen
|
| 278 |
-
if st.session_state.workflow_state is None:
|
| 279 |
-
# Alert input section
|
| 280 |
-
st.header("📱 Incoming Alert")
|
| 281 |
-
|
| 282 |
-
col1, col2 = st.columns([3, 1])
|
| 283 |
-
|
| 284 |
-
with col1:
|
| 285 |
-
# Dropdown for alert selection
|
| 286 |
-
alert_option = st.selectbox(
|
| 287 |
-
"Select Alert Type:",
|
| 288 |
-
[
|
| 289 |
-
"Sales Decline",
|
| 290 |
-
"Market Share Loss",
|
| 291 |
-
"Inventory Issue",
|
| 292 |
-
"Competitor Launch",
|
| 293 |
-
"Custom Alert"
|
| 294 |
-
]
|
| 295 |
-
)
|
| 296 |
-
|
| 297 |
-
# Alert templates
|
| 298 |
-
alert_templates = {
|
| 299 |
-
"Sales Decline": "Sales of DrugX down 15% in Northeast region over past 30 days compared to forecast.",
|
| 300 |
-
"Market Share Loss": "Market share of DrugX decreased by 8 percentage points in the Southeast region over the last quarter.",
|
| 301 |
-
"Inventory Issue": "Multiple stockouts of DrugX reported in Midwest distribution centers affecting 25% of pharmacies.",
|
| 302 |
-
"Competitor Launch": "Competitor MedCorp launched similar product at 20% lower price point in Western territories.",
|
| 303 |
-
"Custom Alert": ""
|
| 304 |
-
}
|
| 305 |
-
|
| 306 |
-
# Alert description
|
| 307 |
-
alert_text = st.text_area(
|
| 308 |
-
"Alert Description:",
|
| 309 |
-
value=alert_templates[alert_option],
|
| 310 |
-
height=100
|
| 311 |
-
)
|
| 312 |
-
|
| 313 |
-
|
| 314 |
-
|
| 315 |
-
# Submit button
|
| 316 |
-
submit_button = st.button("Analyze Alert")
|
| 317 |
-
|
| 318 |
-
if submit_button and alert_text:
|
| 319 |
-
st.info("Starting analysis workflow...")
|
| 320 |
-
|
| 321 |
-
try:
|
| 322 |
-
# Create the workflow
|
| 323 |
-
SalesAnalysisWorkflow = st.session_state.agents["SalesAnalysisWorkflow"]
|
| 324 |
-
workflow = SalesAnalysisWorkflow(db_path="data/pharma_db.sqlite")
|
| 325 |
-
|
| 326 |
-
# Initialize workflow state tracking
|
| 327 |
-
if "workflow_progress" not in st.session_state:
|
| 328 |
-
st.session_state.workflow_progress = {
|
| 329 |
-
"started": True,
|
| 330 |
-
"step": "planning",
|
| 331 |
-
"completed_steps": [],
|
| 332 |
-
"error": None
|
| 333 |
-
}
|
| 334 |
-
|
| 335 |
-
# Show current progress
|
| 336 |
-
progress_status = st.empty()
|
| 337 |
-
progress_status.info(f"Step: {st.session_state.workflow_progress['step']}")
|
| 338 |
-
|
| 339 |
-
# Execute workflow in steps for better visibility
|
| 340 |
-
if st.session_state.workflow_progress["step"] == "planning":
|
| 341 |
-
try:
|
| 342 |
-
# Execute planning step
|
| 343 |
-
progress_status.info("Planning analysis approach...")
|
| 344 |
-
result = workflow.run_workflow(alert_text)
|
| 345 |
-
|
| 346 |
-
# Store the result
|
| 347 |
-
st.session_state.workflow_state = result
|
| 348 |
-
st.session_state.workflow_progress["completed_steps"].append("planning")
|
| 349 |
-
st.session_state.workflow_progress["step"] = "complete"
|
| 350 |
-
|
| 351 |
-
# Show success
|
| 352 |
-
progress_status.success("Analysis complete!")
|
| 353 |
-
st.rerun()
|
| 354 |
-
except Exception as e:
|
| 355 |
-
import traceback
|
| 356 |
-
error_msg = f"Error in workflow: {str(e)}"
|
| 357 |
-
st.error(error_msg)
|
| 358 |
-
st.code(traceback.format_exc())
|
| 359 |
-
st.session_state.workflow_progress["error"] = error_msg
|
| 360 |
-
|
| 361 |
-
# If we have a completed workflow, display it
|
| 362 |
-
if "workflow_state" in st.session_state and st.session_state.workflow_state:
|
| 363 |
-
workflow_state = st.session_state.workflow_state
|
| 364 |
-
if workflow_state["status"] == "complete":
|
| 365 |
-
st.success("Analysis completed successfully!")
|
| 366 |
-
except Exception as e:
|
| 367 |
-
import traceback
|
| 368 |
-
st.error(f"Error initializing workflow: {str(e)}")
|
| 369 |
-
st.code(traceback.format_exc())
|
| 370 |
-
|
| 371 |
-
with col2:
|
| 372 |
-
st.image("https://img.icons8.com/fluency/240/000000/notification-center.png", width=150)
|
| 373 |
-
st.markdown("**Source:** Mobile Alert System")
|
| 374 |
-
st.markdown("**Priority:** High")
|
| 375 |
-
st.markdown("**Time:** " + datetime.now().strftime("%Y-%m-%d %H:%M"))
|
| 376 |
-
|
| 377 |
-
# Show example dashboard
|
| 378 |
-
st.markdown("---")
|
| 379 |
-
st.header("📊 Example Dashboard Preview")
|
| 380 |
-
|
| 381 |
-
# Create sample visualization
|
| 382 |
-
fig = px.line(
|
| 383 |
-
pd.DataFrame({
|
| 384 |
-
'Month': pd.date_range(start='2023-01-01', periods=12, freq='M'),
|
| 385 |
-
'Sales': [1200, 1250, 1300, 1400, 1500, 1600, 1550, 1500, 1450, 1300, 1200, 1150],
|
| 386 |
-
'Target': [1200, 1250, 1300, 1350, 1400, 1450, 1500, 1550, 1600, 1650, 1700, 1750]
|
| 387 |
-
}),
|
| 388 |
-
x='Month',
|
| 389 |
-
y=['Sales', 'Target'],
|
| 390 |
-
title="DrugX Performance (Sample Data)",
|
| 391 |
-
labels={"value": "Sales ($K)", "variable": "Metric"}
|
| 392 |
-
)
|
| 393 |
-
fig.update_layout(height=400)
|
| 394 |
-
st.plotly_chart(fig, use_container_width=True)
|
| 395 |
-
|
| 396 |
-
else:
|
| 397 |
-
# Process status updates from thread
|
| 398 |
-
while not st.session_state.status_queue.empty():
|
| 399 |
-
status_type, status_message = st.session_state.status_queue.get()
|
| 400 |
-
if status_type == "info":
|
| 401 |
-
st.info(status_message)
|
| 402 |
-
elif status_type == "success":
|
| 403 |
-
st.success(status_message)
|
| 404 |
-
elif status_type == "error":
|
| 405 |
-
st.error(status_message)
|
| 406 |
-
|
| 407 |
-
# Add to logs
|
| 408 |
-
st.session_state.logs.append({
|
| 409 |
-
"timestamp": datetime.now().isoformat(),
|
| 410 |
-
"type": status_type,
|
| 411 |
-
"message": status_message
|
| 412 |
-
})
|
| 413 |
-
|
| 414 |
-
# Get current workflow state
|
| 415 |
-
workflow_state = st.session_state.workflow_state
|
| 416 |
-
|
| 417 |
-
if workflow_state is None or workflow_state["status"] == "error":
|
| 418 |
-
# Show error state
|
| 419 |
-
st.error(f"Analysis failed: {workflow_state.get('error', 'Unknown error')}")
|
| 420 |
-
if st.button("Start Over"):
|
| 421 |
-
st.session_state.workflow_state = None
|
| 422 |
-
st.session_state.workflow_thread = None
|
| 423 |
-
st.session_state.logs = []
|
| 424 |
-
st.session_state.current_step = None
|
| 425 |
-
st.session_state.alert_submitted = False
|
| 426 |
-
st.rerun()
|
| 427 |
-
|
| 428 |
-
elif workflow_state["status"] != "complete":
|
| 429 |
-
# Show progress
|
| 430 |
-
current_step = st.session_state.current_step
|
| 431 |
-
|
| 432 |
-
# Progress indicators
|
| 433 |
-
st.markdown("### 🔄 Analysis in Progress")
|
| 434 |
-
|
| 435 |
-
# Progress bar
|
| 436 |
-
steps = ["planning", "data_collection", "analysis", "validation", "insights", "complete"]
|
| 437 |
-
step_idx = steps.index(current_step) if current_step in steps else 0
|
| 438 |
-
progress = (step_idx + 1) / len(steps)
|
| 439 |
-
|
| 440 |
-
progress_bar = st.progress(progress)
|
| 441 |
-
|
| 442 |
-
# Step indicators
|
| 443 |
-
col1, col2, col3, col4, col5 = st.columns(5)
|
| 444 |
-
|
| 445 |
-
with col1:
|
| 446 |
-
check = "✅" if step_idx >= 0 else "🔄"
|
| 447 |
-
st.markdown(f"{check} **Planning**")
|
| 448 |
-
|
| 449 |
-
with col2:
|
| 450 |
-
check = "✅" if step_idx >= 1 else "⏳"
|
| 451 |
-
check = "🔄" if step_idx == 1 else check
|
| 452 |
-
st.markdown(f"{check} **Data Collection**")
|
| 453 |
-
|
| 454 |
-
with col3:
|
| 455 |
-
check = "✅" if step_idx >= 2 else "⏳"
|
| 456 |
-
check = "🔄" if step_idx == 2 else check
|
| 457 |
-
st.markdown(f"{check} **Analysis**")
|
| 458 |
-
|
| 459 |
-
with col4:
|
| 460 |
-
check = "✅" if step_idx >= 3 else "⏳"
|
| 461 |
-
check = "🔄" if step_idx == 3 else check
|
| 462 |
-
st.markdown(f"{check} **Validation**")
|
| 463 |
-
|
| 464 |
-
with col5:
|
| 465 |
-
check = "✅" if step_idx >= 4 else "⏳"
|
| 466 |
-
check = "🔄" if step_idx == 4 else check
|
| 467 |
-
st.markdown(f"{check} **Insights**")
|
| 468 |
-
|
| 469 |
-
# Show agent activity visualization based on current step
|
| 470 |
-
st.markdown("---")
|
| 471 |
-
|
| 472 |
-
# ... (rest of the agent visualization code remains unchanged)
|
| 473 |
-
|
| 474 |
-
# Placeholder for log console
|
| 475 |
-
with st.expander("View Process Log"):
|
| 476 |
-
for log in st.session_state.logs:
|
| 477 |
-
st.text(f"{log['timestamp']} - {log['message']}")
|
| 478 |
-
|
| 479 |
-
# Auto refresh
|
| 480 |
-
time.sleep(0.5)
|
| 481 |
-
st.rerun()
|
| 482 |
-
|
| 483 |
-
else:
|
| 484 |
-
# Show completed analysis
|
| 485 |
-
st.markdown("### ✅ Analysis Complete")
|
| 486 |
-
|
| 487 |
-
# ... (rest of the analysis display code remains unchanged)
|
| 488 |
|
| 489 |
-
|
| 490 |
-
|
| 491 |
-
render_diagnostics_tab()
|
| 492 |
|
| 493 |
# Run the app
|
| 494 |
if __name__ == "__main__":
|
|
|
|
| 2 |
Pharmaceutical Analytics Agentic AI Demo - Streamlit App
|
| 3 |
|
| 4 |
This is the main Streamlit application for the pharmaceutical analytics demo.
|
| 5 |
+
It initializes the environment and delegates page rendering to the page manager.
|
|
|
|
| 6 |
|
| 7 |
Usage (on Hugging Face):
|
| 8 |
The app runs automatically
|
|
|
|
| 12 |
"""
|
| 13 |
|
| 14 |
import streamlit as st
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
import os
|
|
|
|
|
|
|
| 16 |
import sys
|
| 17 |
+
import time
|
| 18 |
from datetime import datetime
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
|
| 20 |
# Add current directory to path to ensure module imports work
|
| 21 |
sys.path.insert(0, os.path.abspath(os.path.dirname(__file__)))
|
| 22 |
|
| 23 |
+
# Import page manager for modular UI
|
| 24 |
+
from page_manager import render_page
|
| 25 |
+
|
| 26 |
# Initialize environment
|
| 27 |
def setup_environment():
|
| 28 |
"""Setup the demo environment"""
|
|
|
|
| 103 |
initial_sidebar_state="expanded"
|
| 104 |
)
|
| 105 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 106 |
# Main application header
|
| 107 |
st.title("🔮 Agentic Pharmaceutical Analytics Platform")
|
| 108 |
st.markdown("### Automated Analytics Workflow for Pharmaceutical Brand Leaders")
|
|
|
|
| 126 |
st.success("✓ Claude API key found")
|
| 127 |
|
| 128 |
# Setup environment if not already done
|
| 129 |
+
if not st.session_state.get("environment_ready", False):
|
| 130 |
st.session_state.environment_ready = setup_environment()
|
| 131 |
if not st.session_state.environment_ready:
|
| 132 |
st.error("Environment setup failed. Check error messages above.")
|
|
|
|
| 134 |
st.stop()
|
| 135 |
|
| 136 |
# Initialize agents if environment is ready
|
| 137 |
+
if st.session_state.environment_ready and not st.session_state.get("agents_loaded", False):
|
| 138 |
st.markdown("### Initializing agents...")
|
| 139 |
agents_loaded, agents_or_error = initialize_agents()
|
| 140 |
st.session_state.agents_loaded = agents_loaded
|
|
|
|
| 148 |
st.info("Try refreshing the page or check logs.")
|
| 149 |
# Don't stop here, allow diagnostics tab to run
|
| 150 |
|
| 151 |
+
# Debug options (only show if environment is ready)
|
| 152 |
+
if st.session_state.get("environment_ready", False):
|
| 153 |
st.subheader("Debug Options")
|
| 154 |
+
show_sql = st.checkbox("Show Generated SQL", value=st.session_state.get("show_sql", False))
|
| 155 |
st.session_state.show_sql = show_sql
|
| 156 |
|
| 157 |
+
show_code = st.checkbox("Show Generated Python", value=st.session_state.get("show_code", False))
|
| 158 |
st.session_state.show_code = show_code
|
| 159 |
|
| 160 |
# Explanation
|
|
|
|
| 173 |
""")
|
| 174 |
|
| 175 |
# Restart button
|
| 176 |
+
if st.session_state.get("workflow_state") is not None:
|
| 177 |
if st.button("Restart Demo"):
|
| 178 |
st.session_state.workflow_state = None
|
| 179 |
st.session_state.workflow_thread = None
|
| 180 |
st.session_state.logs = []
|
| 181 |
st.session_state.current_step = None
|
| 182 |
st.session_state.alert_submitted = False
|
| 183 |
+
st.session_state.active_page = "main"
|
| 184 |
st.rerun()
|
| 185 |
|
| 186 |
+
# Only show main app if environment is ready
|
| 187 |
+
if not st.session_state.get("environment_ready", False):
|
| 188 |
+
st.info("Setting up environment and initializing agents. Please wait...")
|
| 189 |
+
st.stop()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 190 |
|
| 191 |
+
# Render the appropriate page based on session state
|
| 192 |
+
render_page()
|
|
|
|
| 193 |
|
| 194 |
# Run the app
|
| 195 |
if __name__ == "__main__":
|