Update ingest.py

ingest.py

@@ -1,27 +1,27 @@
-from langchain_community.embeddings import HuggingFaceEmbeddings
-from langchain_community.vectorstores import FAISS
-from langchain_community.document_loaders import PyPDFLoader, DirectoryLoader
-from langchain.text_splitter import RecursiveCharacterTextSplitter 
+# from langchain_community.embeddings import HuggingFaceEmbeddings
+# from langchain_community.vectorstores import FAISS
+# from langchain_community.document_loaders import PyPDFLoader, DirectoryLoader
+# from langchain.text_splitter import RecursiveCharacterTextSplitter 
 
-DATA_PATH = 'data/'
-DB_FAISS_PATH = 'vectorstore/db_faiss'
+# DATA_PATH = 'data/'
+# DB_FAISS_PATH = 'vectorstore/db_faiss'
 
-# Create vector database
-def create_vector_db():
-    loader = DirectoryLoader(DATA_PATH,
-                             glob='*.pdf',
-                             loader_cls=PyPDFLoader)
+# # Create vector database
+# def create_vector_db():
+#     loader = DirectoryLoader(DATA_PATH,
+#                              glob='*.pdf',
+#                              loader_cls=PyPDFLoader)
 
-    documents = loader.load()
-    text_splitter = RecursiveCharacterTextSplitter(chunk_size=500,
-                                                   chunk_overlap=50)
-    texts = text_splitter.split_documents(documents)
+#     documents = loader.load()
+#     text_splitter = RecursiveCharacterTextSplitter(chunk_size=500,
+#                                                    chunk_overlap=50)
+#     texts = text_splitter.split_documents(documents)
 
-    embeddings = HuggingFaceEmbeddings(model_name='sentence-transformers/all-MiniLM-L6-v2',
-                                       model_kwargs={'device': 'cpu'})
+#     embeddings = HuggingFaceEmbeddings(model_name='sentence-transformers/all-MiniLM-L6-v2',
+#                                        model_kwargs={'device': 'cpu'})
 
-    db = FAISS.from_documents(texts, embeddings)
-    db.save_local(DB_FAISS_PATH)
+#     db = FAISS.from_documents(texts, embeddings)
+#     db.save_local(DB_FAISS_PATH)
 
-if __name__ == "__main__":
-    create_vector_db()
+# if __name__ == "__main__":
+#     create_vector_db()