diff --git a/config/chat-vectorstore-qa.yml b/config/chat-vectorstore-qa.yml
index 7df5e04..0708efc 100644
--- a/config/chat-vectorstore-qa.yml
+++ b/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
diff --git a/docker-compose.yml b/docker-compose.yml
index a33c2eb..72f0e4f 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -47,12 +47,12 @@ services:
     restart: unless-stopped
     volumes:
       - ./data/vectorstore/qdrant:/qdrant/storage
-      - ./scripts/qdrant_config.yml:/qdrant/config/production.yaml
+      # - ./scripts/qdrant_config.yml:/qdrant/config/production.yaml
     environment:
       - QDRANT_ALLOW_RECOVERY_MODE=true
-      - VIRTUAL_HOST=qdrant.137.120.31.148.nip.io
-      - LETSENCRYPT_HOST=qdrant.137.120.31.148.nip.io
-      - VIRTUAL_PORT=6333
+      # - VIRTUAL_HOST=qdrant.137.120.31.148.nip.io
+      # - LETSENCRYPT_HOST=qdrant.137.120.31.148.nip.io
+      # - VIRTUAL_PORT=6333
     # ports:
     #   - 6333:6333
     # command:
diff --git a/src/libre_chat/llm.py b/src/libre_chat/llm.py
index ada4924..b1978eb 100644
--- a/src/libre_chat/llm.py
+++ b/src/libre_chat/llm.py
@@ -233,7 +233,7 @@ def build_vectorstore(self, documents_path: Optional[str] = None) -> Optional[Qd
                 # path=self.conf.vector.vector_path,
                 url=self.conf.vector.vector_path,
                 collection_name="libre_chat_rag",
-                # prefer_grpc=True,
+                prefer_grpc=True,
                 # force_recreate=True,
             )
             # vectorstore = FAISS.from_documents(splitted_texts, embeddings)