updates on the backend

scripts/test_rag.py

@@ -0,0 +1,30 @@
+import sys
+from app.services.rag_service import retrieve, answer_query
+from app.services.query_intent import extract_max_price, extract_brand_mention, is_count_query
+
+def run_test():
+    queries = [
+        "How many products are there in Cadbury?",
+        "Suggest low sugar biscuits",
+        "Recommend Paneer under ₹150",
+        "Suggest panner less than ₹100",
+    ]
+    
+    for q in queries:
+        print("="*60)
+        print(f"QUERY: {q}")
+        print(f"  Is Count: {is_count_query(q)}")
+        print(f"  Brand Mention: {extract_brand_mention(q)}")
+        print(f"  Max Price: {extract_max_price(q)}")
+        
+        prods = retrieve(q)
+        print("  Retrieved Products:")
+        for p in prods[:5]:
+            print(f"    - {p.brand} | {p.product_name} | Price: {p.price_range} | Cat: {p.category}")
+            
+        ans = answer_query(q)
+        print(f"  ANSWER:\n{ans.answer}")
+        print("="*60)
+
+if __name__ == "__main__":
+    run_test()