fix vectorstore qdrant

config/chat-vectorstore-qa.yml

@@ -17,7 +17,7 @@ llm:
     Helpful answer:
 
 vector:
-  vector_path: "http://qdrant:6333"
+  vector_path: "http://qdrant:6334"
   # vector_path: ./vectorstore/qdrant # Path to the vectorstore to do QA retrieval
   vector_download: null
   embeddings_path: ./embeddings/all-MiniLM-L6-v2 # Embeddings used to generate the vectors. To use from HF: sentence-transformers/all-MiniLM-L6-v2

src/libre_chat/llm.py

@@ -95,12 +95,12 @@ def __init__(
         )
 
         self.download_data()
-        if self.vector_path and not self.has_vectorstore():
+        if self.vector_path:
             self.build_vectorstore()
-        else:
-            log.info(
-                f"♻️  Reusing existing vectorstore at {BOLD}{self.vector_path}{END}, skip building the vectorstore"
-            )
+        # if self.vector_path and not self.has_vectorstore():
+        #     self.build_vectorstore()
+        # else:
+        #     log.info(f"♻️  Reusing existing vectorstore at {BOLD}{self.vector_path}{END}, skip building the vectorstore")
 
         log.info(f"🤖 Loading model from {BOLD}{self.model_path}{END}")
         self.llm = self.get_llm()
@@ -232,7 +232,7 @@ def build_vectorstore(self, documents_path: Optional[str] = None) -> Optional[Qd
                 embeddings,
                 # path=self.conf.vector.vector_path,
                 url=self.conf.vector.vector_path,
-                # prefer_grpc=True,
+                prefer_grpc=True,
                 collection_name="libre_chat_rag",
                 force_recreate=True,
             )