Update prepare_vector_dp.py

prepare_vector_dp.py

@@ -59,7 +59,7 @@ def create_db_from_text():
     embedding_model = GPT4AllEmbeddings(model_file= model_file)
     '''
     
-    embedding_model = HuggingFaceEmbeddings(model_name = "sentence-transformers/all-MiniLM-L6-v2")
+    embedding_model = HuggingFaceEmbeddings(model_name = "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")
     
     # Dua vao Faiss Vector DB
     db = FAISS.from_texts(texts=chunks, embedding=embedding_model)
@@ -81,7 +81,7 @@ def create_dp_from_files():
     text_splitter = CharacterTextSplitter(chunk_size = 512, chunk_overlap = 50)
     chunks = text_splitter.split_documents(documents)
 
-    embedding_model = HuggingFaceEmbeddings(model_name = "sentence-transformers/all-MiniLM-L6-v2")
+    embedding_model = HuggingFaceEmbeddings(model_name = "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")
     dp = FAISS.from_documents(chunks, embedding_model)
     dp.save_local(vector_dp_path)
     return dp