Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
@@ -1,11 +1,10 @@
|
|
1 |
#!/usr/bin/env python3
|
2 |
"""
|
3 |
Hybrid AI Assistant - General Purpose + Healthcare Billing Expert
|
4 |
-
Enhanced with Emotional UI and Voice Input
|
5 |
"""
|
6 |
|
7 |
import os
|
8 |
-
import sys
|
9 |
import json
|
10 |
import logging
|
11 |
import re
|
@@ -16,15 +15,14 @@ import requests
|
|
16 |
import gradio as gr
|
17 |
from datetime import datetime
|
18 |
import random
|
19 |
-
import time
|
20 |
-
|
21 |
-
# Set up environment
|
22 |
-
os.environ['OPENROUTER_API_KEY'] = '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'
|
23 |
|
24 |
# Configure logging
|
25 |
logging.basicConfig(level=logging.INFO)
|
26 |
logger = logging.getLogger(__name__)
|
27 |
|
|
|
|
|
|
|
28 |
# ============= Data Classes =============
|
29 |
|
30 |
@dataclass
|
@@ -235,7 +233,7 @@ class SentimentAnalyzer:
|
|
235 |
|
236 |
class HybridAIAssistant:
|
237 |
def __init__(self):
|
238 |
-
self.api_key =
|
239 |
self.billing_db = BillingCodesDB()
|
240 |
self.sentiment_analyzer = SentimentAnalyzer()
|
241 |
self.context = ConversationContext()
|
@@ -413,35 +411,66 @@ class HybridAIAssistant:
|
|
413 |
# ============= Global Assistant Instance =============
|
414 |
assistant = HybridAIAssistant()
|
415 |
|
416 |
-
# ============= Chat Functions =============
|
417 |
|
418 |
-
def
|
419 |
-
"""
|
420 |
-
|
421 |
-
|
422 |
-
|
423 |
-
|
424 |
-
|
425 |
-
|
426 |
-
|
427 |
-
|
|
|
|
|
|
|
428 |
|
429 |
-
def
|
430 |
-
"""
|
431 |
-
|
432 |
-
|
433 |
-
|
434 |
-
|
435 |
-
|
436 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
437 |
|
438 |
-
def
|
439 |
"""Reset the conversation context"""
|
440 |
-
|
441 |
-
|
|
|
|
|
|
|
|
|
442 |
|
443 |
# ============= Examples =============
|
444 |
-
|
445 |
examples = [
|
446 |
"What is healthcare billing code A0429?",
|
447 |
"Can you explain CPT code 99213 in detail?",
|
@@ -454,422 +483,316 @@ examples = [
|
|
454 |
"Write a short poem about nature"
|
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 |
-
.badge {
|
566 |
-
background: rgba(255,255,255,0.25) !important;
|
567 |
-
backdrop-filter: blur(10px);
|
568 |
-
border: 1px solid rgba(255,255,255,0.3);
|
569 |
-
animation: glow 2s ease-in-out infinite alternate;
|
570 |
-
}
|
571 |
-
|
572 |
-
@keyframes glow {
|
573 |
-
from { box-shadow: 0 0 5px rgba(255,255,255,0.3); }
|
574 |
-
to { box-shadow: 0 0 20px rgba(255,255,255,0.6); }
|
575 |
-
}
|
576 |
-
|
577 |
-
/* Voice Input Button */
|
578 |
-
.voice-btn {
|
579 |
-
background: linear-gradient(135deg, #ff6b6b 0%, #ee5a52 100%) !important;
|
580 |
-
color: white !important;
|
581 |
-
border: none !important;
|
582 |
-
border-radius: 50% !important;
|
583 |
-
width: 60px !important;
|
584 |
-
height: 60px !important;
|
585 |
-
font-size: 24px !important;
|
586 |
-
margin: 0.5rem !important;
|
587 |
-
transition: all 0.3s cubic-bezier(0.175, 0.885, 0.32, 1.275) !important;
|
588 |
-
box-shadow: 0 4px 15px rgba(255, 107, 107, 0.3) !important;
|
589 |
-
position: relative;
|
590 |
-
overflow: hidden;
|
591 |
-
}
|
592 |
-
|
593 |
-
.voice-btn:hover {
|
594 |
-
transform: scale(1.1) !important;
|
595 |
-
box-shadow: 0 8px 25px rgba(255, 107, 107, 0.5) !important;
|
596 |
-
}
|
597 |
-
|
598 |
-
.voice-btn.recording {
|
599 |
-
animation: recordPulse 1s ease-in-out infinite !important;
|
600 |
-
background: linear-gradient(135deg, #ff3030 0%, #ff1010 100%) !important;
|
601 |
-
}
|
602 |
-
|
603 |
-
@keyframes recordPulse {
|
604 |
-
0% { box-shadow: 0 0 0 0 rgba(255, 107, 107, 0.7); }
|
605 |
-
70% { box-shadow: 0 0 0 20px rgba(255, 107, 107, 0); }
|
606 |
-
100% { box-shadow: 0 0 0 0 rgba(255, 107, 107, 0); }
|
607 |
-
}
|
608 |
-
|
609 |
-
/* Chat Interface Styling with Emotional Feedback */
|
610 |
-
.gradio-chatinterface {
|
611 |
-
background: white !important;
|
612 |
-
border-radius: 20px !important;
|
613 |
-
box-shadow: 0 25px 50px rgba(0,0,0,0.15) !important;
|
614 |
-
padding: 2rem !important;
|
615 |
-
margin: 1rem 0 !important;
|
616 |
-
backdrop-filter: blur(10px) !important;
|
617 |
-
transition: all 0.5s ease !important;
|
618 |
-
}
|
619 |
-
|
620 |
-
.gradio-chatinterface.emotional-positive {
|
621 |
-
border: 2px solid rgba(132, 250, 176, 0.5) !important;
|
622 |
-
box-shadow: 0 25px 50px rgba(132, 250, 176, 0.2) !important;
|
623 |
-
}
|
624 |
-
|
625 |
-
.gradio-chatinterface.emotional-negative {
|
626 |
-
border: 2px solid rgba(255, 154, 158, 0.5) !important;
|
627 |
-
box-shadow: 0 25px 50px rgba(255, 154, 158, 0.2) !important;
|
628 |
-
}
|
629 |
-
|
630 |
-
/* Enhanced Buttons */
|
631 |
-
.reset-btn {
|
632 |
-
background: linear-gradient(135deg, #ff6b6b 0%, #ee5a52 100%) !important;
|
633 |
-
color: white !important;
|
634 |
-
border: none !important;
|
635 |
-
border-radius: 12px !important;
|
636 |
-
padding: 0.75rem 1.5rem !important;
|
637 |
-
font-weight: 600 !important;
|
638 |
-
margin: 0.5rem 0 !important;
|
639 |
-
transition: all 0.3s cubic-bezier(0.175, 0.885, 0.32, 1.275) !important;
|
640 |
-
box-shadow: 0 4px 15px rgba(255, 107, 107, 0.3) !important;
|
641 |
-
}
|
642 |
-
|
643 |
-
.reset-btn:hover {
|
644 |
-
background: linear-gradient(135deg, #ff5252 0%, #d32f2f 100%) !important;
|
645 |
-
transform: translateY(-2px) scale(1.02) !important;
|
646 |
-
box-shadow: 0 8px 25px rgba(255, 107, 107, 0.4) !important;
|
647 |
-
}
|
648 |
-
|
649 |
-
/* Example Buttons Enhancement */
|
650 |
-
.gradio-chatinterface .examples .example {
|
651 |
-
background: linear-gradient(135deg, #ffffff 0%, #f8fafc 100%) !important;
|
652 |
-
border: 2px solid #e2e8f0 !important;
|
653 |
-
border-radius: 15px !important;
|
654 |
-
padding: 0.75rem 1rem !important;
|
655 |
-
margin: 0.5rem !important;
|
656 |
-
transition: all 0.3s ease !important;
|
657 |
-
box-shadow: 0 2px 8px rgba(0,0,0,0.05) !important;
|
658 |
-
}
|
659 |
-
|
660 |
-
.gradio-chatinterface .examples .example:hover {
|
661 |
-
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
|
662 |
-
color: white !important;
|
663 |
-
border-color: #667eea !important;
|
664 |
-
transform: translateY(-2px) !important;
|
665 |
-
box-shadow: 0 8px 20px rgba(102, 126, 234, 0.3) !important;
|
666 |
-
}
|
667 |
-
|
668 |
-
/* Enhanced Stats Cards */
|
669 |
-
.stats-container {
|
670 |
-
display: grid;
|
671 |
-
grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
|
672 |
-
gap: 1.5rem;
|
673 |
-
margin: 2rem 0;
|
674 |
-
}
|
675 |
-
|
676 |
-
.stat-card {
|
677 |
-
background: linear-gradient(135deg, #ffffff 0%, #f8fafc 100%);
|
678 |
-
border-radius: 16px;
|
679 |
-
padding: 2rem;
|
680 |
-
text-align: center;
|
681 |
-
box-shadow: 0 10px 30px rgba(0,0,0,0.1);
|
682 |
-
border: 1px solid #e2e8f0;
|
683 |
-
transition: all 0.3s ease;
|
684 |
-
position: relative;
|
685 |
-
overflow: hidden;
|
686 |
-
}
|
687 |
-
|
688 |
-
.stat-card::before {
|
689 |
-
content: '';
|
690 |
-
position: absolute;
|
691 |
-
top: 0;
|
692 |
-
left: 0;
|
693 |
-
right: 0;
|
694 |
-
height: 4px;
|
695 |
-
background: linear-gradient(90deg, #667eea 0%, #764ba2 100%);
|
696 |
-
}
|
697 |
-
|
698 |
-
.stat-card:hover {
|
699 |
-
transform: translateY(-5px);
|
700 |
-
box-shadow: 0 20px 40px rgba(0,0,0,0.15);
|
701 |
-
}
|
702 |
-
|
703 |
-
.stat-number {
|
704 |
-
font-size: 2.5rem;
|
705 |
-
font-weight: 800;
|
706 |
-
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
707 |
-
-webkit-background-clip: text;
|
708 |
-
-webkit-text-fill-color: transparent;
|
709 |
-
background-clip: text;
|
710 |
-
margin-bottom: 0.5rem;
|
711 |
-
}
|
712 |
-
|
713 |
-
.stat-label {
|
714 |
-
color: #64748b;
|
715 |
-
font-size: 0.9rem;
|
716 |
-
font-weight: 500;
|
717 |
-
text-transform: uppercase;
|
718 |
-
letter-spacing: 1px;
|
719 |
-
}
|
720 |
-
|
721 |
-
/* Empathy Animations */
|
722 |
-
@keyframes empathyPulse {
|
723 |
-
0%, 100% { transform: scale(1); }
|
724 |
-
50% { transform: scale(1.02); }
|
725 |
-
}
|
726 |
-
|
727 |
-
@keyframes supportGlow {
|
728 |
-
0%, 100% { box-shadow: 0 0 10px rgba(102, 126, 234, 0.3); }
|
729 |
-
50% { box-shadow: 0 0 20px rgba(102, 126, 234, 0.6); }
|
730 |
-
}
|
731 |
-
|
732 |
-
.empathy-support {
|
733 |
-
animation: empathyPulse 2s ease-in-out infinite, supportGlow 3s ease-in-out infinite;
|
734 |
-
}
|
735 |
-
|
736 |
-
/* Voice Recognition Feedback */
|
737 |
-
.voice-feedback {
|
738 |
-
position: fixed;
|
739 |
-
bottom: 2rem;
|
740 |
-
right: 2rem;
|
741 |
-
background: rgba(102, 126, 234, 0.9);
|
742 |
-
color: white;
|
743 |
-
padding: 1rem 1.5rem;
|
744 |
-
border-radius: 50px;
|
745 |
-
backdrop-filter: blur(10px);
|
746 |
-
z-index: 1000;
|
747 |
-
animation: slideInRight 0.3s ease-out;
|
748 |
-
}
|
749 |
-
|
750 |
-
@keyframes slideInRight {
|
751 |
-
from { transform: translateX(100%); opacity: 0; }
|
752 |
-
to { transform: translateX(0); opacity: 1; }
|
753 |
-
}
|
754 |
-
|
755 |
-
/* Enhanced Accordion */
|
756 |
-
.gradio-accordion {
|
757 |
-
background: rgba(255,255,255,0.9) !important;
|
758 |
-
backdrop-filter: blur(10px) !important;
|
759 |
-
border-radius: 16px !important;
|
760 |
-
border: 1px solid rgba(255,255,255,0.2) !important;
|
761 |
-
box-shadow: 0 8px 25px rgba(0,0,0,0.1) !important;
|
762 |
-
margin: 1.5rem 0 !important;
|
763 |
-
}
|
764 |
-
|
765 |
-
/* Feature Cards */
|
766 |
-
.feature-grid {
|
767 |
-
display: grid;
|
768 |
-
grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
|
769 |
-
gap: 1.5rem;
|
770 |
-
margin: 2rem 0;
|
771 |
-
}
|
772 |
-
|
773 |
-
.feature-card {
|
774 |
-
background: rgba(255,255,255,0.95);
|
775 |
-
backdrop-filter: blur(10px);
|
776 |
-
border-radius: 16px;
|
777 |
-
padding: 1.5rem;
|
778 |
-
border: 1px solid rgba(255,255,255,0.3);
|
779 |
-
box-shadow: 0 8px 25px rgba(0,0,0,0.1);
|
780 |
-
transition: all 0.3s ease;
|
781 |
-
}
|
782 |
-
|
783 |
-
.feature-card:hover {
|
784 |
-
transform: translateY(-5px);
|
785 |
-
box-shadow: 0 15px 35px rgba(0,0,0,0.15);
|
786 |
-
}
|
787 |
-
|
788 |
-
.feature-icon {
|
789 |
font-size: 2rem;
|
790 |
-
margin-bottom: 1rem;
|
791 |
}
|
792 |
|
793 |
-
.feature-
|
794 |
-
|
795 |
-
font-size: 1.25rem;
|
796 |
-
font-weight: 600;
|
797 |
-
margin-bottom: 0.5rem;
|
798 |
}
|
799 |
|
800 |
-
.
|
801 |
-
|
802 |
-
line-height: 1.6;
|
803 |
}
|
804 |
-
|
805 |
-
|
806 |
-
|
807 |
-
|
808 |
-
|
809 |
-
|
810 |
-
|
811 |
-
|
812 |
-
|
813 |
-
|
814 |
-
|
815 |
-
|
816 |
-
|
817 |
-
|
818 |
-
|
819 |
-
|
820 |
-
|
821 |
-
|
822 |
-
|
823 |
-
|
824 |
-
|
825 |
-
|
826 |
-
|
827 |
-
|
828 |
-
|
829 |
-
|
830 |
-
|
831 |
-
|
832 |
-
|
833 |
-
|
834 |
-
|
835 |
-
|
836 |
-
|
837 |
-
|
838 |
-
|
839 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
840 |
|
841 |
-
|
842 |
-
|
843 |
-
|
844 |
-
|
845 |
-
|
846 |
-
|
847 |
-
|
848 |
-
|
849 |
-
|
850 |
-
|
851 |
-
|
852 |
-
|
853 |
-
|
854 |
-
|
855 |
-
|
856 |
-
|
857 |
-
|
858 |
-
|
859 |
-
|
860 |
-
|
861 |
-
|
862 |
-
|
863 |
-
|
864 |
-
|
865 |
-
|
866 |
-
|
867 |
-
|
868 |
-
|
869 |
-
|
870 |
-
|
871 |
-
|
872 |
-
|
873 |
-
|
874 |
-
|
875 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
#!/usr/bin/env python3
|
2 |
"""
|
3 |
Hybrid AI Assistant - General Purpose + Healthcare Billing Expert
|
4 |
+
Enhanced with Emotional UI and Voice Input - HUGGING FACE SPACES VERSION
|
5 |
"""
|
6 |
|
7 |
import os
|
|
|
8 |
import json
|
9 |
import logging
|
10 |
import re
|
|
|
15 |
import gradio as gr
|
16 |
from datetime import datetime
|
17 |
import random
|
|
|
|
|
|
|
|
|
18 |
|
19 |
# Configure logging
|
20 |
logging.basicConfig(level=logging.INFO)
|
21 |
logger = logging.getLogger(__name__)
|
22 |
|
23 |
+
# Set up environment - Hugging Face Spaces will handle API keys via secrets
|
24 |
+
API_KEY = os.getenv('OPENROUTER_API_KEY', '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')
|
25 |
+
|
26 |
# ============= Data Classes =============
|
27 |
|
28 |
@dataclass
|
|
|
233 |
|
234 |
class HybridAIAssistant:
|
235 |
def __init__(self):
|
236 |
+
self.api_key = API_KEY
|
237 |
self.billing_db = BillingCodesDB()
|
238 |
self.sentiment_analyzer = SentimentAnalyzer()
|
239 |
self.context = ConversationContext()
|
|
|
411 |
# ============= Global Assistant Instance =============
|
412 |
assistant = HybridAIAssistant()
|
413 |
|
414 |
+
# ============= Chat Functions for Gradio =============
|
415 |
|
416 |
+
def chat_with_assistant(message, history):
|
417 |
+
"""Main chat function for Gradio ChatInterface"""
|
418 |
+
try:
|
419 |
+
if not message or not message.strip():
|
420 |
+
return "Feel free to ask me anything! I can help with general questions or healthcare billing codes. π"
|
421 |
+
|
422 |
+
# Process message and get response
|
423 |
+
response, sentiment = assistant.process_message(message.strip())
|
424 |
+
return response
|
425 |
+
|
426 |
+
except Exception as e:
|
427 |
+
logger.error(f"Chat error: {e}")
|
428 |
+
return "I apologize, but I encountered an error processing your message. Please try again!"
|
429 |
|
430 |
+
def quick_code_lookup(code):
|
431 |
+
"""Quick billing code lookup function"""
|
432 |
+
try:
|
433 |
+
if not code or not code.strip():
|
434 |
+
return "Please enter a billing code to look up."
|
435 |
+
|
436 |
+
info = assistant.billing_db.lookup(code.strip())
|
437 |
+
if info:
|
438 |
+
result = f"**{info.code} ({info.code_type})**\n\n"
|
439 |
+
result += f"**Description:** {info.description}\n\n"
|
440 |
+
if info.additional_info:
|
441 |
+
result += f"**Details:** {info.additional_info}\n\n"
|
442 |
+
if info.category:
|
443 |
+
result += f"**Category:** {info.category}"
|
444 |
+
return result
|
445 |
+
else:
|
446 |
+
return f"Code '{code.strip()}' not found in database. Try asking in the chat for more help!"
|
447 |
+
except Exception as e:
|
448 |
+
logger.error(f"Code lookup error: {e}")
|
449 |
+
return "Error looking up code. Please try again."
|
450 |
+
|
451 |
+
def process_voice_input(audio_file):
|
452 |
+
"""Process voice input (placeholder for speech recognition)"""
|
453 |
+
if audio_file is None:
|
454 |
+
return "No audio received. Please try recording again."
|
455 |
+
|
456 |
+
# Placeholder for speech recognition
|
457 |
+
# In a real implementation, you would use libraries like:
|
458 |
+
# - speech_recognition
|
459 |
+
# - whisper
|
460 |
+
# - Google Speech-to-Text API
|
461 |
+
|
462 |
+
return "Voice input received! (Speech recognition would be implemented here with libraries like Whisper or SpeechRecognition)"
|
463 |
|
464 |
+
def reset_conversation():
|
465 |
"""Reset the conversation context"""
|
466 |
+
try:
|
467 |
+
assistant.reset_context()
|
468 |
+
return "β
Conversation reset successfully!", ""
|
469 |
+
except Exception as e:
|
470 |
+
logger.error(f"Reset error: {e}")
|
471 |
+
return "Error resetting conversation.", ""
|
472 |
|
473 |
# ============= Examples =============
|
|
|
474 |
examples = [
|
475 |
"What is healthcare billing code A0429?",
|
476 |
"Can you explain CPT code 99213 in detail?",
|
|
|
483 |
"Write a short poem about nature"
|
484 |
]
|
485 |
|
486 |
+
# ============= Custom CSS for Hugging Face Spaces =============
|
487 |
+
custom_css = """
|
488 |
+
/* Enhanced Hugging Face Spaces Compatible CSS */
|
489 |
+
.gradio-container {
|
490 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif !important;
|
491 |
+
max-width: 1200px !important;
|
492 |
+
margin: 0 auto !important;
|
493 |
+
background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%) !important;
|
494 |
+
padding: 1rem !important;
|
495 |
+
}
|
496 |
|
497 |
+
/* Header Styling */
|
498 |
+
.header-banner {
|
499 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
500 |
+
color: white;
|
501 |
+
padding: 2rem;
|
502 |
+
border-radius: 15px;
|
503 |
+
margin-bottom: 1.5rem;
|
504 |
+
text-align: center;
|
505 |
+
box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3);
|
506 |
+
}
|
507 |
+
|
508 |
+
.header-banner h1 {
|
509 |
+
margin: 0;
|
510 |
+
font-size: 2.5rem;
|
511 |
+
font-weight: 700;
|
512 |
+
text-shadow: 0 2px 4px rgba(0,0,0,0.2);
|
513 |
+
}
|
514 |
+
|
515 |
+
.header-banner p {
|
516 |
+
margin: 0.5rem 0 0 0;
|
517 |
+
font-size: 1.1rem;
|
518 |
+
opacity: 0.9;
|
519 |
+
}
|
520 |
+
|
521 |
+
/* Enhanced Buttons */
|
522 |
+
.custom-button {
|
523 |
+
background: linear-gradient(135deg, #ff6b6b 0%, #ee5a52 100%) !important;
|
524 |
+
border: none !important;
|
525 |
+
border-radius: 8px !important;
|
526 |
+
color: white !important;
|
527 |
+
font-weight: 600 !important;
|
528 |
+
padding: 0.6rem 1.2rem !important;
|
529 |
+
transition: all 0.3s ease !important;
|
530 |
+
}
|
531 |
+
|
532 |
+
.custom-button:hover {
|
533 |
+
transform: translateY(-2px) !important;
|
534 |
+
box-shadow: 0 4px 12px rgba(255, 107, 107, 0.4) !important;
|
535 |
+
}
|
536 |
+
|
537 |
+
/* Chat Interface */
|
538 |
+
.gradio-chatbot {
|
539 |
+
border-radius: 15px !important;
|
540 |
+
box-shadow: 0 8px 25px rgba(0,0,0,0.1) !important;
|
541 |
+
background: white !important;
|
542 |
+
}
|
543 |
+
|
544 |
+
/* Feature Cards */
|
545 |
+
.feature-grid {
|
546 |
+
display: grid;
|
547 |
+
grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
|
548 |
+
gap: 1rem;
|
549 |
+
margin: 1rem 0;
|
550 |
+
}
|
551 |
+
|
552 |
+
.feature-card {
|
553 |
+
background: rgba(255,255,255,0.95);
|
554 |
+
padding: 1.5rem;
|
555 |
+
border-radius: 12px;
|
556 |
+
box-shadow: 0 4px 15px rgba(0,0,0,0.1);
|
557 |
+
transition: transform 0.3s ease;
|
558 |
+
text-align: center;
|
559 |
+
}
|
560 |
+
|
561 |
+
.feature-card:hover {
|
562 |
+
transform: translateY(-5px);
|
563 |
+
}
|
564 |
+
|
565 |
+
.feature-icon {
|
566 |
+
font-size: 2rem;
|
567 |
+
margin-bottom: 0.5rem;
|
568 |
+
}
|
569 |
+
|
570 |
+
/* Stats */
|
571 |
+
.stats-container {
|
572 |
+
display: grid;
|
573 |
+
grid-template-columns: repeat(auto-fit, minmax(150px, 1fr));
|
574 |
+
gap: 1rem;
|
575 |
+
margin: 1rem 0;
|
576 |
+
}
|
577 |
+
|
578 |
+
.stat-item {
|
579 |
+
background: white;
|
580 |
+
padding: 1rem;
|
581 |
+
border-radius: 10px;
|
582 |
+
text-align: center;
|
583 |
+
box-shadow: 0 2px 10px rgba(0,0,0,0.1);
|
584 |
+
border-top: 3px solid #667eea;
|
585 |
+
}
|
586 |
+
|
587 |
+
.stat-number {
|
588 |
+
font-size: 1.8rem;
|
589 |
+
font-weight: bold;
|
590 |
+
color: #667eea;
|
591 |
+
}
|
592 |
+
|
593 |
+
.stat-label {
|
594 |
+
font-size: 0.8rem;
|
595 |
+
color: #666;
|
596 |
+
text-transform: uppercase;
|
597 |
+
letter-spacing: 1px;
|
598 |
+
}
|
599 |
+
|
600 |
+
/* Responsive Design */
|
601 |
+
@media (max-width: 768px) {
|
602 |
+
.header-banner h1 {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
603 |
font-size: 2rem;
|
|
|
604 |
}
|
605 |
|
606 |
+
.feature-grid {
|
607 |
+
grid-template-columns: 1fr;
|
|
|
|
|
|
|
608 |
}
|
609 |
|
610 |
+
.stats-container {
|
611 |
+
grid-template-columns: repeat(2, 1fr);
|
|
|
612 |
}
|
613 |
+
}
|
614 |
+
"""
|
615 |
+
|
616 |
+
# ============= Main Gradio Interface =============
|
617 |
+
|
618 |
+
def create_gradio_interface():
|
619 |
+
"""Create the main Gradio interface optimized for Hugging Face Spaces"""
|
620 |
+
|
621 |
+
with gr.Blocks(
|
622 |
+
css=custom_css,
|
623 |
+
title="π₯ Hybrid AI Assistant - Healthcare Billing Expert",
|
624 |
+
theme=gr.themes.Soft()
|
625 |
+
) as demo:
|
626 |
+
|
627 |
+
# Header Section
|
628 |
+
gr.HTML("""
|
629 |
+
<div class="header-banner">
|
630 |
+
<h1>π₯ Hybrid AI Assistant</h1>
|
631 |
+
<p>Your intelligent companion for healthcare billing codes and general assistance</p>
|
632 |
+
<div style="margin-top: 1rem;">
|
633 |
+
<span style="background: rgba(255,255,255,0.2); padding: 0.3rem 0.8rem; border-radius: 15px; margin: 0 0.25rem; font-size: 0.9rem;">π¬ General AI</span>
|
634 |
+
<span style="background: rgba(255,255,255,0.2); padding: 0.3rem 0.8rem; border-radius: 15px; margin: 0 0.25rem; font-size: 0.9rem;">π₯ Medical Billing</span>
|
635 |
+
<span style="background: rgba(255,255,255,0.2); padding: 0.3rem 0.8rem; border-radius: 15px; margin: 0 0.25rem; font-size: 0.9rem;">π Emotional AI</span>
|
636 |
+
<span style="background: rgba(255,255,255,0.2); padding: 0.3rem 0.8rem; border-radius: 15px; margin: 0 0.25rem; font-size: 0.9rem;">ποΈ Voice Ready</span>
|
637 |
+
</div>
|
638 |
+
</div>
|
639 |
+
""")
|
640 |
+
|
641 |
+
# Stats Section
|
642 |
+
gr.HTML("""
|
643 |
+
<div class="stats-container">
|
644 |
+
<div class="stat-item">
|
645 |
+
<div class="stat-number">15+</div>
|
646 |
+
<div class="stat-label">Billing Codes</div>
|
647 |
+
</div>
|
648 |
+
<div class="stat-item">
|
649 |
+
<div class="stat-number">9</div>
|
650 |
+
<div class="stat-label">Sentiment Types</div>
|
651 |
+
</div>
|
652 |
+
<div class="stat-item">
|
653 |
+
<div class="stat-number">24/7</div>
|
654 |
+
<div class="stat-label">Available</div>
|
655 |
+
</div>
|
656 |
+
<div class="stat-item">
|
657 |
+
<div class="stat-number">β</div>
|
658 |
+
<div class="stat-label">Conversations</div>
|
659 |
+
</div>
|
660 |
+
</div>
|
661 |
+
""")
|
662 |
+
|
663 |
+
# Main Chat Interface
|
664 |
+
chatbot = gr.ChatInterface(
|
665 |
+
chat_with_assistant,
|
666 |
+
examples=examples,
|
667 |
+
title="",
|
668 |
+
description="π¬ Start chatting! I can help with healthcare billing codes, general questions, and adapt to your emotional tone.",
|
669 |
+
submit_btn="Send π€",
|
670 |
+
retry_btn="π Retry",
|
671 |
+
undo_btn="β©οΈ Undo",
|
672 |
+
clear_btn="ποΈ Clear"
|
673 |
+
)
|
674 |
+
|
675 |
+
# Additional Tools Section
|
676 |
+
with gr.Row():
|
677 |
+
with gr.Column(scale=1):
|
678 |
+
gr.Markdown("### π₯ Quick Code Lookup")
|
679 |
+
code_input = gr.Textbox(
|
680 |
+
label="Enter Billing Code",
|
681 |
+
placeholder="e.g., A0429, 99213, DRG470...",
|
682 |
+
lines=1
|
683 |
+
)
|
684 |
+
lookup_btn = gr.Button("π Look up Code", elem_classes=["custom-button"])
|
685 |
+
code_output = gr.Textbox(
|
686 |
+
label="Code Information",
|
687 |
+
placeholder="Code details will appear here...",
|
688 |
+
lines=6,
|
689 |
+
interactive=False
|
690 |
+
)
|
691 |
+
|
692 |
+
with gr.Column(scale=1):
|
693 |
+
gr.Markdown("### ποΈ Voice Input")
|
694 |
+
audio_input = gr.Audio(
|
695 |
+
sources=["microphone"],
|
696 |
+
type="filepath",
|
697 |
+
label="Voice Input"
|
698 |
+
)
|
699 |
+
voice_btn = gr.Button("π€ Process Voice", elem_classes=["custom-button"])
|
700 |
+
voice_output = gr.Textbox(
|
701 |
+
label="Voice Processing Result",
|
702 |
+
placeholder="Voice processing result will appear here...",
|
703 |
+
lines=3,
|
704 |
+
interactive=False
|
705 |
+
)
|
706 |
+
|
707 |
+
# Features Section
|
708 |
+
gr.HTML("""
|
709 |
+
<div class="feature-grid">
|
710 |
+
<div class="feature-card">
|
711 |
+
<div class="feature-icon">π§ </div>
|
712 |
+
<h3>Smart AI Assistant</h3>
|
713 |
+
<p>Advanced AI that understands context and provides intelligent responses.</p>
|
714 |
+
</div>
|
715 |
+
<div class="feature-card">
|
716 |
+
<div class="feature-icon">π₯</div>
|
717 |
+
<h3>Healthcare Billing Expert</h3>
|
718 |
+
<p>Comprehensive database of CPT, HCPCS, ICD-10, and DRG codes.</p>
|
719 |
+
</div>
|
720 |
+
<div class="feature-card">
|
721 |
+
<div class="feature-icon">π</div>
|
722 |
+
<h3>Emotional Intelligence</h3>
|
723 |
+
<p>Adapts responses based on your emotional state and tone.</p>
|
724 |
+
</div>
|
725 |
+
<div class="feature-card">
|
726 |
+
<div class="feature-icon">ποΈ</div>
|
727 |
+
<h3>Voice Input Ready</h3>
|
728 |
+
<p>Framework for voice processing and hands-free interaction.</p>
|
729 |
+
</div>
|
730 |
+
</div>
|
731 |
+
""")
|
732 |
+
|
733 |
+
# Control Section
|
734 |
+
with gr.Row():
|
735 |
+
reset_btn = gr.Button("π Reset Conversation", elem_classes=["custom-button"])
|
736 |
+
status_output = gr.Textbox(
|
737 |
+
label="Status",
|
738 |
+
placeholder="System status will appear here...",
|
739 |
+
lines=1,
|
740 |
+
interactive=False
|
741 |
+
)
|
742 |
|
743 |
+
# Usage Information
|
744 |
+
gr.Markdown("""
|
745 |
+
### π‘ How to Use:
|
746 |
+
- **Healthcare Codes**: Mention any billing code (A0429, 99213, etc.) and get detailed information
|
747 |
+
- **General Questions**: Ask anything - from recipes to complex topics, I'm here to help!
|
748 |
+
- **Emotional Support**: I adapt my tone based on your mood - express how you're feeling
|
749 |
+
- **Voice Input**: Use the voice recorder for hands-free interaction (framework ready)
|
750 |
+
- **Quick Lookup**: Use the code lookup tool for instant billing code information
|
751 |
+
|
752 |
+
### π₯ Supported Code Types:
|
753 |
+
- **CPT Codes**: Current Procedural Terminology (99213, 93000, etc.)
|
754 |
+
- **HCPCS Codes**: Healthcare Common Procedure Coding (A0429, J3420, etc.)
|
755 |
+
- **ICD-10 Codes**: International Classification of Diseases (Z79.899, etc.)
|
756 |
+
- **DRG Codes**: Diagnosis Related Groups (DRG470, etc.)
|
757 |
+
""")
|
758 |
+
|
759 |
+
# Event Handlers
|
760 |
+
lookup_btn.click(
|
761 |
+
quick_code_lookup,
|
762 |
+
inputs=[code_input],
|
763 |
+
outputs=[code_output]
|
764 |
+
)
|
765 |
+
|
766 |
+
voice_btn.click(
|
767 |
+
process_voice_input,
|
768 |
+
inputs=[audio_input],
|
769 |
+
outputs=[voice_output]
|
770 |
+
)
|
771 |
+
|
772 |
+
reset_btn.click(
|
773 |
+
reset_conversation,
|
774 |
+
outputs=[status_output, code_output]
|
775 |
+
)
|
776 |
+
|
777 |
+
return demo
|
778 |
+
|
779 |
+
# ============= Launch Application =============
|
780 |
+
|
781 |
+
# Create and configure the interface
|
782 |
+
demo = create_gradio_interface()
|
783 |
+
|
784 |
+
# For Hugging Face Spaces, the app will be launched automatically
|
785 |
+
# No need for manual demo.launch() in Hugging Face Spaces
|
786 |
+
if __name__ == "__main__":
|
787 |
+
# This block will be executed when running locally
|
788 |
+
# For Hugging Face Spaces, remove this and just export the demo
|
789 |
+
demo.launch(
|
790 |
+
server_name="0.0.0.0",
|
791 |
+
server_port=7860,
|
792 |
+
share=True,
|
793 |
+
debug=True
|
794 |
+
)
|
795 |
+
|
796 |
+
# For Hugging Face Spaces deployment, export the demo
|
797 |
+
# Uncomment the line below when deploying to Hugging Face Spaces
|
798 |
+
# demo.queue().launch()
|