ggg

my_tools.py

@@ -20,7 +20,7 @@ from llama_index.core.callbacks.llama_debug import LlamaDebugHandler
 
 from langchain_community.retrievers import TavilySearchAPIRetriever
 from llama_index.core.schema import Document
-from app.utils.search_utils import search_cache, add_documents_with_filtered_metadata
+
 
 
 # -------------------------------------------------------------------
@@ -168,31 +168,6 @@ class GeminiLLM(LLM):
 # -------------------------------------------------------------------
 # 3) HERRAMIENTAS PERSONALIZADAS
 # -------------------------------------------------------------------
-def retrieve_with_fallback(query):
-    cached_results = search_cache.search(query)
-    
-    if cached_results:
-        print(f"✅ Retrieved {len(cached_results)} documents from cache")
-        return format_docs(cached_results)
-    
-    print("🔍 No cache hit, performing web search")
-
-    retriever = TavilySearchAPIRetriever(api_key=os.getenv("TAVILY_API_KEY"), k=5)
-    search_results = retriever.invoke(query)
-    
-    docs = []
-    for result in search_results:
-        if isinstance(result, Document):
-            docs.append(result)
-        else:
-            docs.append(Document(page_content=result))
-    
-    add_documents_with_filtered_metadata(search_cache, docs)
-    
-    return format_docs(docs)
-
-
-
 HEADERS = {'User-Agent': 'Mozilla/5.0'}
 
 def buscar_web(query, num_results=5):