Update pages/management.py

pages/management.py

@@ -1,68 +1,68 @@
-import os
-import streamlit as st
-from langchain.document_loaders import DirectoryLoader, TextLoader, PyPDFLoader
-from langchain.text_splitter import CharacterTextSplitter
-from app import vectorstore
+# import os
+# import streamlit as st
+# from langchain.document_loaders import DirectoryLoader, TextLoader, PyPDFLoader
+# from langchain.text_splitter import CharacterTextSplitter
+# from app import vectorstore
 
 
-st.title("Document Management")
+# st.title("Document Management")
 
-# File uploader
-uploaded_file = st.file_uploader("Choose a file", type=['txt', 'pdf', 'docx'])
+# # File uploader
+# uploaded_file = st.file_uploader("Choose a file", type=['txt', 'pdf', 'docx'])
 
-if uploaded_file is not None:
-    # Create a temporary directory to store the uploaded file
-    temp_dir = "temp_uploads"
-    os.makedirs(temp_dir, exist_ok=True)
-    file_path = os.path.join(temp_dir, uploaded_file.name)
+# if uploaded_file is not None:
+#     # Create a temporary directory to store the uploaded file
+#     temp_dir = "temp_uploads"
+#     os.makedirs(temp_dir, exist_ok=True)
+#     file_path = os.path.join(temp_dir, uploaded_file.name)
     
-    # Save the uploaded file temporarily
-    with open(file_path, "wb") as f:
-        f.write(uploaded_file.getbuffer())
+#     # Save the uploaded file temporarily
+#     with open(file_path, "wb") as f:
+#         f.write(uploaded_file.getbuffer())
     
-    st.success(f"File {uploaded_file.name} successfully uploaded!")
+#     st.success(f"File {uploaded_file.name} successfully uploaded!")
 
-    # Process the uploaded file
-    if st.button("Process Document"):
-        with st.spinner("Processing document..."):
-            try:
-                # Load the document based on file type
-                if uploaded_file.type == "application/pdf":
-                    loader = PyPDFLoader(file_path)
-                elif uploaded_file.type == "text/plain":
-                    loader = TextLoader(file_path)
-                else:
-                    st.error("Unsupported file type.")
-                    st.stop()
+#     # Process the uploaded file
+#     if st.button("Process Document"):
+#         with st.spinner("Processing document..."):
+#             try:
+#                 # Load the document based on file type
+#                 if uploaded_file.type == "application/pdf":
+#                     loader = PyPDFLoader(file_path)
+#                 elif uploaded_file.type == "text/plain":
+#                     loader = TextLoader(file_path)
+#                 else:
+#                     st.error("Unsupported file type.")
+#                     st.stop()
                 
-                documents = loader.load()
+#                 documents = loader.load()
                 
-                # Split the document into chunks
-                text_splitter = CharacterTextSplitter(chunk_size=800, chunk_overlap=150)
-                texts = text_splitter.split_documents(documents)
+#                 # Split the document into chunks
+#                 text_splitter = CharacterTextSplitter(chunk_size=800, chunk_overlap=150)
+#                 texts = text_splitter.split_documents(documents)
                 
-                # Add the chunks to the vectorstore
-                vectorstore.add_documents(texts)
+#                 # Add the chunks to the vectorstore
+#                 vectorstore.add_documents(texts)
                 
-                st.success(f"Document processed and added to the knowledge base!")
-            except Exception as e:
-                st.error(f"An error occurred: {e}")
+#                 st.success(f"Document processed and added to the knowledge base!")
+#             except Exception as e:
+#                 st.error(f"An error occurred: {e}")
         
-        # Clean up: remove the temporary file
-        os.remove(file_path)
+#         # Clean up: remove the temporary file
+#         os.remove(file_path)
 
-# Display current documents in the knowledge base
-# st.subheader("Current Documents in Knowledge Base")
-# # This is a placeholder. You'll need to implement a method to retrieve and display
-# # the list of documents currently in your Chroma database.
-# st.write("Placeholder for document list")
+# # Display current documents in the knowledge base
+# # st.subheader("Current Documents in Knowledge Base")
+# # # This is a placeholder. You'll need to implement a method to retrieve and display
+# # # the list of documents currently in your Chroma database.
+# # st.write("Placeholder for document list")
 
-# # Option to clear the entire knowledge base
-# if st.button("Clear Knowledge Base"):
-#     if st.sidebar.checkbox("Are you sure you want to clear the entire knowledge base? This action cannot be undone."):
-#         try:
-#             # Clear the Chroma database
-#             vectorstore.delete()
-#             st.success("Knowledge base cleared!")
-#         except Exception as e:
-#             st.error(f"An error occurred: {e}")
+# # # Option to clear the entire knowledge base
+# # if st.button("Clear Knowledge Base"):
+# #     if st.sidebar.checkbox("Are you sure you want to clear the entire knowledge base? This action cannot be undone."):
+# #         try:
+# #             # Clear the Chroma database
+# #             vectorstore.delete()
+# #             st.success("Knowledge base cleared!")
+# #         except Exception as e:
+# #             st.error(f"An error occurred: {e}")