File size: 23,948 Bytes
f0a46fe b7e8018 8bbf3cf 1b9d3b8 b7e8018 1b9d3b8 f95647d 1b9d3b8 b7e8018 34e941e 1b9d3b8 8bbf3cf 1b9d3b8 8bbf3cf 34e941e 8bbf3cf 1b9d3b8 34e941e 8bbf3cf 330e509 8bbf3cf 1b9d3b8 34e941e 1b9d3b8 b7e8018 8bbf3cf 34e941e b7e8018 1b9d3b8 34e941e b7e8018 8bbf3cf b7e8018 34e941e 8bbf3cf 1b9d3b8 8bbf3cf 1b9d3b8 34e941e 1b9d3b8 34e941e 1b9d3b8 8bbf3cf 1b9d3b8 8bbf3cf 1b9d3b8 8bbf3cf b7e8018 1b9d3b8 8bbf3cf 1b9d3b8 b7e8018 1b9d3b8 f0a46fe ab33c69 f0a46fe f0e9219 f0a46fe f0e9219 f0a46fe f0e9219 f0a46fe 34e941e f0a46fe 1b9d3b8 f0a46fe 76e0b39 1b9d3b8 f0a46fe 76e0b39 f0a46fe 76e0b39 f0a46fe 34e941e f0a46fe 34e941e f0a46fe 34e941e f0a46fe 34e941e 3f5712b 34e941e 3f5712b 34e941e 3f5712b 34e941e 3f5712b 34e941e 3f5712b f0a46fe 34e941e f0a46fe 76e0b39 34e941e f0a46fe 34e941e f0a46fe 76e0b39 f0a46fe 34e941e f0a46fe 34e941e f0a46fe 76e0b39 8bbf3cf f0a46fe 8bbf3cf 34e941e 1b9d3b8 8bbf3cf 1b9d3b8 8bbf3cf b7e8018 8bbf3cf 1b9d3b8 f0a46fe |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 |
# app.py - Enhanced Professional UI
import gradio as gr
import requests
import json
import asyncio
import aiohttp
from typing import Optional
# Update this to your new optimized Modal URL
MODAL_URL = "https://devsam2898--personal-investment-strategist-optimized-web.modal.run/strategy"
HEALTH_URL = "https://devsam2898--personal-investment-strategist-optimized-web.modal.run/health"
TEST_URL = "https://devsam2898--personal-investment-strategist-optimized-web.modal.run/test"
async def get_investment_strategy_async(age_group, income, expenses, current_assets, current_liabilities, risk_profile, goal, timeframe, country):
"""Async version with better timeout handling and assets/liabilities support"""
# Input validation
if not all([age_group, income, expenses, risk_profile, goal, timeframe, country]):
return "β Please fill in all fields to get a personalized strategy."
# Convert income, expenses, assets, and liabilities to numbers
try:
income_val = float(str(income).replace('$', '').replace(',', '')) if income else 0
expenses_val = float(str(expenses).replace('$', '').replace(',', '')) if expenses else 0
assets_val = float(str(current_assets).replace('$', '').replace(',', '')) if current_assets else 0
liabilities_val = float(str(current_liabilities).replace('$', '').replace(',', '')) if current_liabilities else 0
except ValueError:
return "β Please enter valid numbers for income, expenses, assets, and liabilities."
# Validate financial logic
if income_val <= 0:
return "β Income must be greater than 0."
if expenses_val < 0:
return "β Expenses cannot be negative."
if assets_val < 0:
return "β Assets cannot be negative."
if liabilities_val < 0:
return "β Liabilities cannot be negative."
if expenses_val >= income_val:
return "β οΈ **Warning**: Your expenses are equal to or exceed your income. Consider budgeting advice before investing."
payload = {
"profile": {
"age_group": age_group,
"income": income_val,
"expenses": expenses_val,
"current_assets": assets_val,
"current_liabilities": liabilities_val,
"risk_profile": risk_profile,
"goal": goal,
"timeframe": timeframe,
"country": country
}
}
try:
print(f"π Sending request to: {MODAL_URL}")
# Use aiohttp for better async handling
timeout = aiohttp.ClientTimeout(total=150) # 2.5 minute timeout
async with aiohttp.ClientSession(timeout=timeout) as session:
async with session.post(
MODAL_URL,
json=payload,
headers={
'Content-Type': 'application/json',
'Accept': 'application/json'
}
) as response:
print(f"π Response status: {response.status}")
if response.status == 200:
result = await response.json()
strategy = result.get("strategy", "No strategy returned.")
status = result.get("status", "unknown")
# Add status indicator
if status == "basic":
prefix = "## π Your Investment Strategy (Rule-Based)\n*AI service was unavailable, using optimized rule-based strategy*\n\n"
else:
prefix = "## π Your Personalized Investment Strategy\n*Powered by AI*\n\n"
return f"{prefix}{strategy}"
else:
error_text = await response.text()
return f"β **Service Error ({response.status})**\n\nThe backend service returned an error. Please try again in a moment.\n\nDetails: {error_text[:200]}..."
except asyncio.TimeoutError:
return """β±οΈ **Request Timeout**
The AI service is taking longer than expected. This could be due to:
- High server load
- Cold start (first request after idle period)
- Network connectivity issues
**What to try:**
1. Wait 30 seconds and try again
2. Simplify your goal description
3. Check if the service is healthy using the 'Test Service' button"""
except aiohttp.ClientError as e:
return f"""π **Connection Error**
Unable to connect to the backend service.
**Possible causes:**
- Service is starting up (cold start)
- Network connectivity issues
- Service is temporarily down
**What to try:**
1. Wait 1-2 minutes and try again
2. Check service health with 'Test Service' button
3. Refresh the page
*Technical details: {str(e)}*"""
except Exception as e:
return f"""β **Unexpected Error**
An unexpected error occurred: {str(e)}
Please try again or contact support if the issue persists."""
def get_investment_strategy(age_group, income, expenses, current_assets, current_liabilities, risk_profile, goal, timeframe, country):
"""Sync wrapper for async function"""
try:
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
result = loop.run_until_complete(
get_investment_strategy_async(age_group, income, expenses, current_assets, current_liabilities, risk_profile, goal, timeframe, country)
)
loop.close()
return result
except Exception as e:
return f"β **Error**: {str(e)}"
async def test_service_async():
"""Test service connectivity"""
try:
timeout = aiohttp.ClientTimeout(total=30)
async with aiohttp.ClientSession(timeout=timeout) as session:
# Test health endpoint first
try:
async with session.get(HEALTH_URL) as response:
if response.status == 200:
health_data = await response.json()
health_status = f"β
Service is healthy\n- Status: {health_data.get('status')}\n- Timestamp: {health_data.get('timestamp')}"
else:
health_status = f"β οΈ Health check returned status {response.status}"
except Exception as e:
health_status = f"β Health check failed: {str(e)}"
# Test strategy endpoint with sample data
try:
async with session.get(TEST_URL) as response:
if response.status == 200:
test_data = await response.json()
test_status = f"β
Test endpoint working\n- Result: {test_data.get('test_result')}"
else:
test_status = f"β οΈ Test endpoint returned status {response.status}"
except Exception as e:
test_status = f"β Test endpoint failed: {str(e)}"
return f"""## π Service Status Check
**Health Check:**
{health_status}
**Functionality Test:**
{test_status}
**Service URL:** {MODAL_URL}
*Last checked: {asyncio.get_event_loop().time()}*"""
except Exception as e:
return f"""β **Service Test Failed**
Unable to connect to the service.
Error: {str(e)}
**Troubleshooting:**
1. Check if the Modal deployment is running
2. Verify the service URL is correct
3. Check network connectivity"""
def test_service():
"""Sync wrapper for service test"""
try:
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
result = loop.run_until_complete(test_service_async())
loop.close()
return result
except Exception as e:
return f"β **Test Error**: {str(e)}"
# Enhanced professional CSS styling
custom_css = """
/* Global container styling */
.gradio-container {
max-width: 1400px !important;
margin: 0 auto !important;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
min-height: 100vh;
font-family: 'Inter', -apple-system, BlinkMacSystemFont, sans-serif !important;
}
/* Main content area */
.main-content {
background: rgba(255, 255, 255, 0.95) !important;
backdrop-filter: blur(20px) !important;
border-radius: 20px !important;
padding: 2rem !important;
margin: 2rem !important;
box-shadow: 0 20px 40px rgba(0, 0, 0, 0.1) !important;
border: 1px solid rgba(255, 255, 255, 0.2) !important;
}
/* Header styling */
.finance-header {
text-align: center;
background: linear-gradient(135deg, #1e3c72 0%, #2a5298 100%);
color: white;
padding: 3rem 2rem;
border-radius: 20px;
margin-bottom: 2rem;
position: relative;
overflow: hidden;
}
.finance-header::before {
content: "";
position: absolute;
top: 0;
left: 0;
right: 0;
bottom: 0;
background: url('data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100"><defs><pattern id="grain" width="100" height="100" patternUnits="userSpaceOnUse"><circle cx="50" cy="50" r="0.5" fill="rgba(255,255,255,0.1)"/></pattern></defs><rect width="100" height="100" fill="url(%23grain)"/></svg>');
opacity: 0.1;
}
.finance-header h1 {
font-size: 3rem !important;
font-weight: 800 !important;
margin-bottom: 1rem !important;
background: linear-gradient(45deg, #ffffff, #e0e7ff);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
position: relative;
z-index: 1;
}
.finance-header p {
font-size: 1.25rem !important;
opacity: 0.9 !important;
margin-bottom: 0 !important;
position: relative;
z-index: 1;
}
/* Icon styling */
.finance-icon {
font-size: 4rem;
margin-bottom: 1rem;
position: relative;
z-index: 1;
}
/* Form sections */
.form-section {
background: white !important;
border-radius: 16px !important;
padding: 2rem !important;
margin-bottom: 1.5rem !important;
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.08) !important;
border: 1px solid rgba(255, 255, 255, 0.2) !important;
transition: all 0.3s ease !important;
}
.form-section:hover {
box-shadow: 0 12px 40px rgba(0, 0, 0, 0.12) !important;
transform: translateY(-2px) !important;
}
.form-section h3 {
color: #ffffff !important;
font-weight: 700 !important;
font-size: 1.5rem !important;
margin-bottom: 1.5rem !important;
display: flex !important;
align-items: center !important;
gap: 0.75rem !important;
}
/* Input styling */
.gradio-textbox, .gradio-number {
border-radius: 12px !important;
border: 2px solid #e5e7eb !important;
transition: all 0.3s ease !important;
font-size: 1rem !important;
padding: 0.75rem 1rem !important;
}
.gradio-textbox:focus, .gradio-number:focus {
border-color: #667eea !important;
box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important;
outline: none !important;
}
/* Dropdown styling - more specific selectors */
.gradio-dropdown .wrap {
border-radius: 12px !important;
border: 2px solid #e5e7eb !important;
transition: all 0.3s ease !important;
}
.gradio-dropdown .wrap:focus-within {
border-color: #667eea !important;
box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important;
}
.gradio-dropdown select, .gradio-dropdown input {
font-size: 1rem !important;
padding: 0.75rem 1rem !important;
border: none !important;
background: transparent !important;
}
.gradio-dropdown .dropdown {
border-radius: 12px !important;
border: 2px solid #e5e7eb !important;
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.1) !important;
}
/* Button styling */
.primary-btn {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
border: none !important;
border-radius: 12px !important;
padding: 1rem 2rem !important;
font-size: 1.1rem !important;
font-weight: 600 !important;
color: white !important;
transition: all 0.3s ease !important;
box-shadow: 0 8px 24px rgba(102, 126, 234, 0.3) !important;
min-height: 56px !important;
}
.primary-btn:hover {
transform: translateY(-2px) !important;
box-shadow: 0 12px 32px rgba(102, 126, 234, 0.4) !important;
}
.secondary-btn {
background: linear-gradient(135deg, #64748b 0%, #475569 100%) !important;
border: none !important;
border-radius: 12px !important;
padding: 1rem 2rem !important;
font-size: 1.1rem !important;
font-weight: 600 !important;
color: white !important;
transition: all 0.3s ease !important;
box-shadow: 0 8px 24px rgba(100, 116, 139, 0.3) !important;
min-height: 56px !important;
}
.secondary-btn:hover {
transform: translateY(-2px) !important;
box-shadow: 0 12px 32px rgba(100, 116, 139, 0.4) !important;
}
/* Output area styling */
.output-area {
background: white !important;
border-radius: 16px !important;
padding: 2rem !important;
margin-top: 2rem !important;
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.08) !important;
border: 1px solid rgba(255, 255, 255, 0.2) !important;
min-height: 200px !important;
}
/* Tips section */
.tips-section {
background: linear-gradient(135deg, #f8fafc 0%, #e2e8f0 100%) !important;
border-radius: 16px !important;
padding: 2rem !important;
margin: 2rem 0 !important;
border-left: 4px solid #667eea !important;
}
.tips-section h4 {
color: #ffffff !important;
font-weight: 700 !important;
margin-bottom: 1rem !important;
}
/* Radio button styling */
.gradio-radio {
gap: 1rem !important;
}
.gradio-radio label {
background: white !important;
border: 2px solid #e5e7eb !important;
border-radius: 12px !important;
padding: 1rem !important;
transition: all 0.3s ease !important;
cursor: pointer !important;
}
.gradio-radio label:hover {
border-color: #667eea !important;
background: #f8fafc !important;
}
.gradio-radio input:checked + label {
border-color: #667eea !important;
background: linear-gradient(135deg, #667eea10, #764ba210) !important;
color: #1e3c72 !important;
}
/* Progress indicator */
.loading-indicator {
background: linear-gradient(90deg, #667eea, #764ba2, #667eea) !important;
background-size: 200% 100% !important;
animation: gradient 2s ease infinite !important;
}
@keyframes gradient {
0% { background-position: 0% 50%; }
50% { background-position: 100% 50%; }
100% { background-position: 0% 50%; }
}
/* Responsive design */
@media (max-width: 768px) {
.finance-header h1 {
font-size: 2rem !important;
}
.form-section {
padding: 1.5rem !important;
}
.main-content {
margin: 1rem !important;
padding: 1.5rem !important;
}
}
/* Chart and finance icons */
.finance-bg {
position: relative;
overflow: hidden;
}
.finance-bg::after {
content: "πππ°π¦π³π";
position: absolute;
top: -20px;
right: -20px;
font-size: 6rem;
opacity: 0.05;
z-index: 0;
transform: rotate(12deg);
}
"""
# Create the enhanced interface
with gr.Blocks(
theme=gr.themes.Soft(primary_hue="blue", secondary_hue="slate"),
title="πΌ AI Investment Strategist Pro",
css=custom_css
) as interface:
# Header Section
with gr.Row(elem_classes="finance-header finance-bg"):
gr.HTML("""
<div style="text-align: center; position: relative; z-index: 1;">
<div class="finance-icon">πΌ</div>
<h1>AI Investment Strategist Pro</h1>
<p>Professional-Grade Investment Strategy Generator</p>
<div style="margin-top: 1rem; font-size: 0.95rem; opacity: 0.8;">
π€ Powered by Advanced AI β’ π Secure & Private β’ π Data-Driven Insights
</div>
</div>
""")
with gr.Row(elem_classes="main-content"):
with gr.Column():
# Personal Information Section
with gr.Group(elem_classes="form-section"):
gr.HTML("<h3>π€ Personal Profile</h3>")
with gr.Row():
age_group = gr.Dropdown(
choices=["20s", "30s", "40s", "50s+"],
label="π
Age Group",
value="30s",
info="Your current life stage affects investment timeline"
)
country = gr.Dropdown(
choices=[
"United States", "Canada", "United Kingdom",
"Germany", "France", "Italy", "Japan", "India"
],
label="π Country of Residence",
value="United States",
info="Tax jurisdiction for investment recommendations"
)
# Financial Information Section
with gr.Group(elem_classes="form-section"):
gr.HTML("<h3>π° Financial Overview</h3>")
with gr.Row():
income = gr.Number(
label="π΅ Monthly Income ($)",
value=6000,
minimum=0,
info="Total monthly income before taxes and deductions"
)
expenses = gr.Number(
label="πΈ Monthly Expenses ($)",
value=4000,
minimum=0,
info="Total monthly living expenses and obligations"
)
with gr.Row():
current_assets = gr.Number(
label="π Current Assets ($)",
value=25000,
minimum=0,
info="Total value of current investments, savings, property, etc."
)
current_liabilities = gr.Number(
label="π³ Current Liabilities ($)",
value=10000,
minimum=0,
info="Total debt including credit cards, loans, mortgages, etc."
)
# Financial health indicator
gr.HTML("""
<div style="background: linear-gradient(90deg, #10b981, #059669); color: white;
padding: 1rem; border-radius: 8px; margin-top: 1rem; font-size: 0.9rem;">
π‘ <strong>Quick Tip:</strong> A healthy savings rate is typically 20% or more of your income. Consider your net worth (assets - liabilities) for better strategy planning.
</div>
""")
# Investment Preferences Section
with gr.Group(elem_classes="form-section"):
gr.HTML("<h3>π― Investment Strategy</h3>")
risk_profile = gr.Radio(
choices=["Conservative", "Moderate", "Aggressive"],
label="π Risk Tolerance",
value="Moderate",
info="How comfortable are you with potential investment losses?"
)
with gr.Row():
goal = gr.Textbox(
label="π― Primary Financial Goal",
placeholder="e.g., Down payment for house, retirement planning, children's education, emergency fund",
info="Be specific about what you're working towards",
lines=2
)
timeframe = gr.Textbox(
label="β° Investment Timeline",
placeholder="e.g., 3-5 years, 10+ years, until age 65",
info="When do you need to access these funds?",
lines=2
)
# Action Buttons
with gr.Row():
with gr.Column(scale=3):
submit_btn = gr.Button(
"π Generate My Investment Strategy",
variant="primary",
size="lg",
elem_classes="primary-btn"
)
with gr.Column(scale=1):
test_btn = gr.Button(
"π Test Service",
variant="secondary",
size="lg",
elem_classes="secondary-btn"
)
# Tips Section
with gr.Group(elem_classes="tips-section"):
gr.HTML("""
<h4>π‘ Pro Tips for Better Results</h4>
<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 1rem; margin-top: 1rem;">
<div style="display: flex; align-items: start; gap: 0.5rem;">
<span style="color: #10b981; font-size: 1.2rem;">β</span>
<span><strong>Be Specific:</strong> Detailed goals lead to better recommendations</span>
</div>
<div style="display: flex; align-items: start; gap: 0.5rem;">
<span style="color: #10b981; font-size: 1.2rem;">β</span>
<span><strong>Realistic Timeline:</strong> Match your goals with appropriate timeframes</span>
</div>
<div style="display: flex; align-items: start; gap: 0.5rem;">
<span style="color: #10b981; font-size: 1.2rem;">β</span>
<span><strong>Know Your Risk:</strong> Be honest about your comfort level</span>
</div>
<div style="display: flex; align-items: start; gap: 0.5rem;">
<span style="color: #10b981; font-size: 1.2rem;">β</span>
<span><strong>Include Assets & Debts:</strong> Complete financial picture enables better advice</span>
</div>
</div>
""")
# Output Section
with gr.Group(elem_classes="output-area"):
output = gr.Markdown(
value="""
## π― Ready to Get Started?
Fill out your financial profile above and click **"Generate My Investment Strategy"** to receive:
π **Personalized Investment Plan**
π **Asset Allocation Recommendations**
π¦ **Account Type Suggestions**
π‘ **Tax Optimization Strategies**
π **Risk Management Advice**
π³ **Debt Management Guidance**
*Your data is processed securely and never stored permanently.*
""",
elem_id="strategy-output"
)
# Event handlers
submit_btn.click(
fn=get_investment_strategy,
inputs=[age_group, income, expenses, current_assets, current_liabilities, risk_profile, goal, timeframe, country],
outputs=output,
show_progress=True
)
test_btn.click(
fn=test_service,
outputs=output,
show_progress=True
)
if __name__ == "__main__":
interface.launch(
server_name="0.0.0.0",
server_port=7860,
share=False,
show_error=True,
debug=True
) |