Updated

src/embedding/embedding.py

@@ -28,18 +28,11 @@ from langchain_huggingface import HuggingFaceEmbeddings
 #     """
 #     return embedding_instance
 
-from langchain_huggingface import HuggingFaceEmbeddings
-
-
-
 def all_minilm_l6_v2():
-
-
-    model_kwargs = {"device":"cpu"}
+    model_kwargs = {"device": "cpu"}
     encode_kwargs = {"normalize_embeddings": True}
-
     all_minilm_object = HuggingFaceEmbeddings(
-        model_name="sentence-transformers/all-MiniLM-L6-v2",
+        model_name="sentence-transformers/all-MiniLM-L6-v2",  # or local path if manually downloaded
         model_kwargs=model_kwargs,
         encode_kwargs=encode_kwargs
     )