Update appStore/embed.py

appStore/embed.py

@@ -29,4 +29,21 @@ def hybrid_embed_chunks(chunks):
             )    
             
     print(qdrant_collections)
-    print("vector embeddings done")
+    print("vector embeddings done")
+
+@st.cache_resource    
+def get_local_qdrant(collection_name): 
+    """once the local qdrant server is created this is used to make the connection to exisitng server"""
+
+    qdrant_collections = {}
+    embeddings = HuggingFaceEmbeddings(
+        model_kwargs = {'device': device},
+        encode_kwargs = {'normalize_embeddings': True},
+        model_name='BAAI/bge-m3')
+    client = QdrantClient(path="/data/local_qdrant") 
+    sparse_embeddings = FastEmbedSparse(model_name="Qdrant/bm25")
+    print("Collections in local Qdrant:",client.get_collections())
+    qdrant_collections[collection_name] = Qdrant(client=client, collection_name=collection_name, 
+                                       embeddings=embeddings, sparse_embeddings = sparse_embeddings,
+                                      )
+    return qdrant_collections