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#!/usr/bin/env python3
"""OnCall AI - Medical RAG System
Main entry point for the medical RAG system.
"""
import sys
from pathlib import Path
# Add pdf-version directory to Python path
sys.path.insert(0, str(Path(__file__).parent))
from demos.demo_runner import build_medical_rag_system, demo_rag_query, demo_all_strategies
def main():
"""Main program entry point."""
try:
# Build the system with chunk embeddings
build_medical_rag_system(enable_chunk_embeddings=True)
# Demo chunk-based retrieval
print("\n" + "="*80)
print("🧩 CHUNK-BASED RETRIEVAL DEMO")
print("="*80)
demo_rag_query("chest pain and shortness of breath",
strategy="top_p", use_chunks=True, top_p=0.8)
except KeyboardInterrupt:
print("\n\n👋 User interrupted, program exiting")
except Exception as e:
print(f"\n❌ Program execution error: {e}")
import traceback
traceback.print_exc()
def interactive_demo():
"""Interactive demo mode."""
print("🏥 OnCall AI - Interactive Demo Mode")
print("=" * 50)
while True:
print("\nOptions:")
print("1. Build/rebuild system")
print("2. Query with TOP-P strategy")
print("3. Query with TOP-K strategy")
print("4. Compare all strategies")
print("5. Custom query")
print("6. Exit")
choice = input("\nSelect option (1-6): ").strip()
if choice == "1":
build_medical_rag_system(enable_chunk_embeddings=True)
elif choice == "2":
query = input("Enter your query: ").strip()
if query:
demo_rag_query(query, strategy="top_p", use_chunks=True)
elif choice == "3":
query = input("Enter your query: ").strip()
if query:
demo_rag_query(query, strategy="top_k", use_chunks=True, top_k=3)
elif choice == "4":
query = input("Enter your query: ").strip()
if query:
demo_all_strategies(query)
elif choice == "5":
query = input("Enter your query: ").strip()
strategy = input("Enter strategy (top_k/top_p/threshold): ").strip()
if query and strategy:
demo_rag_query(query, strategy=strategy, use_chunks=True)
elif choice == "6":
print("👋 Goodbye!")
break
else:
print("❌ Invalid option. Please select 1-6.")
if __name__ == "__main__":
if len(sys.argv) > 1 and sys.argv[1] == "--interactive":
interactive_demo()
else:
main() |