updated:

pyproject.toml

@@ -11,7 +11,9 @@ dependencies = [
     "langchain-huggingface>=0.1.2",
     "langchain-qdrant>=0.2.0",
     "pandas>=2.2.3",
+    "sentence-transformers>=4.1.0",
     "streamlit>=1.44.1",
+    "transformers>=4.51.3",
 ]
 
 [dependency-groups]

src/embedding/embedding.py

@@ -1,12 +1,27 @@
 from langchain_huggingface import HuggingFaceEmbeddings
 
+
 embedding_instance = HuggingFaceEmbeddings(
-    model_name="sentence-transformers/all-MiniLM-L6-v2",
+    model_name="all-MiniLM-L6-v2",
     model_kwargs={"device": "cpu"},
 )
 
 def all_minilm_l6_v2():
     """
-    Return the embedding instance.
+    Return the  embedding instance.
     """
     return embedding_instance
+
+
+# from langchain_huggingface import HuggingFaceEmbeddings
+
+# embedding_instance = HuggingFaceEmbeddings(
+#     model_name="sentence-transformers/all-MiniLM-L6-v2",
+#     model_kwargs={"device": "cpu"},
+# )
+
+# def all_minilm_l6_v2():
+#     """
+#     Return the embedding instance.
+#     """
+#     return embedding_instance

uv.lock

@@ -163,7 +163,9 @@ dependencies = [
     { name = "langchain-huggingface" },
     { name = "langchain-qdrant" },
     { name = "pandas" },
+    { name = "sentence-transformers" },
     { name = "streamlit" },
+    { name = "transformers" },
 ]
 
 [package.dev-dependencies]
@@ -183,7 +185,9 @@ requires-dist = [
     { name = "langchain-huggingface", specifier = ">=0.1.2" },
     { name = "langchain-qdrant", specifier = ">=0.2.0" },
     { name = "pandas", specifier = ">=2.2.3" },
+    { name = "sentence-transformers", specifier = ">=4.1.0" },
     { name = "streamlit", specifier = ">=1.44.1" },
+    { name = "transformers", specifier = ">=4.51.3" },
 ]
 
 [package.metadata.requires-dev]