remove new embedding

app.py

@@ -527,13 +527,13 @@ embed_model_id = 'sentence-transformers/all-MiniLM-L6-v2'
 
 # device = f'cuda:{cuda.current_device()}' if cuda.is_available() else 'cpu'
 device = 'cpu'
-embed_model = HuggingFaceEmbeddings(
-    model_name=embed_model_id,
-    model_kwargs={'device': device},
-    encode_kwargs={'device': device, 'batch_size': 32}
-)
+# embed_model = HuggingFaceEmbeddings(
+#     model_name=embed_model_id,
+#     model_kwargs={'device': device},
+#     encode_kwargs={'device': device, 'batch_size': 32}
+# )
 
-embeddings = embed_model
+embeddings = embeddings_openai
 
 
 # embeddings = OpenAIEmbeddings(deployment="model_embedding_2", chunk_size=15)