Update app.py

app.py

@@ -17,13 +17,10 @@ def load_models():
 RAG, model, processor = load_models()
 
 # Function for OCR and search
+# Skip RAG search and use Qwen2VL for direct OCR
 def ocr_and_search(image, keyword):
     # Hardcoded query to extract text in English, Sanskrit, and Hindi
     text_query = "Extract all the text in English, Sanskrit, and Hindi from the image."
-    results = RAG.search(text_query, k=1)
-    
-    if not results:  # Check if results are empty
-        return "No results found for the given query.", [], "{}"
     
     # Prepare message for Qwen model
     messages = [
@@ -66,6 +63,7 @@ def ocr_and_search(image, keyword):
     
     return extracted_text, matched_sentences, json_output
 
+
 # Gradio App function
 def app(image, keyword):
     # Call OCR and search function