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Update app.py
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app.py
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@@ -76,21 +76,48 @@ vector_store = None
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chain = None
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chat_history = []
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# Function to handle file uploads
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def upload_file(files):
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# Function to handle user queries
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def chat(message, history):
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@@ -127,7 +154,7 @@ def chat(message, history):
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error_message = f"Error processing your request: {str(e)}"
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return history + [[message, error_message]]
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# Create Gradio interface
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with gr.Blocks(title="RAG Chatbot") as demo:
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gr.Markdown("# RAG-based Conversational Chatbot")
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gr.Markdown("Upload text documents and chat with an AI that can answer questions based on their content.")
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@@ -137,7 +164,8 @@ with gr.Blocks(title="RAG Chatbot") as demo:
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file_output = gr.Textbox(label="Upload Status")
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file_input = gr.File(
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file_count="multiple",
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label="Upload Documents (.txt files)"
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)
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upload_button = gr.Button("Process Documents")
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upload_button.click(upload_file, inputs=[file_input], outputs=[file_output])
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chain = None
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chat_history = []
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# Function to handle file uploads - FIXED to handle Gradio's file objects properly
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def upload_file(files):
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try:
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# Clear existing documents if we're uploading new ones
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for f in os.listdir("documents"):
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file_path = os.path.join("documents", f)
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if os.path.isfile(file_path):
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os.remove(file_path)
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# Handle the uploaded files
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for file in files:
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# Get file content and name
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if hasattr(file, "name"): # For standard file objects
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file_name = os.path.basename(file.name)
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if hasattr(file, "read"):
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content = file.read()
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else: # For NamedString objects
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content = file.decode('utf-8') if isinstance(file, bytes) else str(file)
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else: # For tuple format (file_name, file_data)
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if isinstance(file, tuple) and len(file) >= 2:
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file_name = os.path.basename(file[0])
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content = file[1]
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else:
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# If none of the above, try to handle as string with a default name
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file_name = f"document_{len(os.listdir('documents'))}.txt"
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content = str(file)
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# Write content to file
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file_path = os.path.join("documents", file_name)
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with open(file_path, "w", encoding='utf-8') as f:
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f.write(content if isinstance(content, str) else content.decode('utf-8'))
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global vector_store, chain
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vector_store = process_documents()
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chain = create_chain(vector_store)
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if chain is None:
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return "Files uploaded and processed, but HuggingFace API token is missing. Set the environment variable to enable the chatbot."
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return "Files uploaded and processed successfully!"
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except Exception as e:
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return f"Error processing files: {str(e)}"
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# Function to handle user queries
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def chat(message, history):
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error_message = f"Error processing your request: {str(e)}"
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return history + [[message, error_message]]
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# Create Gradio interface - UPDATED to use a simpler file upload approach
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with gr.Blocks(title="RAG Chatbot") as demo:
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gr.Markdown("# RAG-based Conversational Chatbot")
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gr.Markdown("Upload text documents and chat with an AI that can answer questions based on their content.")
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file_output = gr.Textbox(label="Upload Status")
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file_input = gr.File(
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file_count="multiple",
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label="Upload Documents (.txt files)",
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type="text" # Specifying text type for proper handling
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)
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upload_button = gr.Button("Process Documents")
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upload_button.click(upload_file, inputs=[file_input], outputs=[file_output])
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