Create embedding.py

embedding.py

@@ -0,0 +1,13 @@
+# embedding.py
+
+from langchain_huggingface import HuggingFaceEmbeddings
+
+def load_embeddings():
+    """
+    Returns a HuggingFaceEmbeddings instance.
+    """
+    embeddings = HuggingFaceEmbeddings(
+        model_name="CAMeL-Lab/bert-base-arabic-camelbert-mix",
+        model_kwargs={"trust_remote_code": True}
+    )
+    return embeddings