Update app.py
Browse files
app.py
CHANGED
@@ -6,6 +6,53 @@ import io
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import os
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import tempfile
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import fitz # PyMuPDF for PDF handling
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# Function to extract text from PDF files
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def extract_text_from_pdf(pdf_file):
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@@ -101,48 +148,72 @@ def transcribe_audio(audio, openai_api_key):
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except Exception as e:
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return f"Error transcribing audio: {str(e)}"
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# The function that will be used by Gradio interface
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def chatbot(input_text, image, audio, pdf_file, openai_api_key, reasoning_effort, model_choice,
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# If there's audio, transcribe it to text
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if audio:
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input_text = transcribe_audio(audio, openai_api_key)
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#
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if pdf_file is not None:
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new_pdf_content = extract_text_from_pdf(pdf_file)
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# Generate the response
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response = generate_response(input_text, image,
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# Append the response to the history
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if input_text:
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else:
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history.append((f"User: [Uploaded content]", f"Assistant: {response}"))
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return "", None, None, None,
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# Function to clear the chat history and
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def clear_history():
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return "", None, None, None, "", []
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# Function to
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def
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return extract_text_from_pdf(pdf_file)
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# Function to update visible components based on input type selection
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def update_input_type(choice):
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if choice == "Text":
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return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
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elif choice == "Image":
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return gr.update(visible=True), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False)
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elif choice == "Voice":
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return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=False)
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elif choice == "PDF":
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return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=True)
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# Custom CSS styles with animations and button colors
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custom_css = """
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@@ -275,6 +346,29 @@ custom_css = """
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margin-left: auto;
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animation: slideInAssistant 0.5s ease-out;
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}
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/* Animation keyframes */
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@keyframes fadeIn {
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0% { opacity: 0; }
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@@ -288,6 +382,27 @@ custom_css = """
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0% { transform: translateX(100%); }
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100% { transform: translateX(0); }
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}
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/* Mobile responsiveness */
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@media (max-width: 768px) {
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.gradio-header h1 {
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@@ -306,6 +421,9 @@ custom_css = """
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width: 100%;
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margin-left: 0;
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}
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}
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"""
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@@ -314,8 +432,8 @@ def create_interface():
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with gr.Blocks(css=custom_css) as demo:
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gr.Markdown("""
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<div class="gradio-header">
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<h1>Multimodal Chatbot
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<h3>Interact with
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</div>
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""")
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@@ -323,23 +441,26 @@ def create_interface():
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with gr.Accordion("Click to expand for details", open=False):
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gr.Markdown("""
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### Description:
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This
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""")
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# Store PDF content as a state variable
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with gr.Row():
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openai_api_key = gr.Textbox(label="Enter OpenAI API Key", type="password", placeholder="sk-...", interactive=True)
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visible=False
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)
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# PDF input
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pdf_input = gr.File(
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label="Upload your PDF",
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file_types=[".pdf"],
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visible=False
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)
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label="
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choices=[
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submit_btn = gr.Button("Ask!", elem_id="submit-btn")
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clear_btn = gr.Button("Clear History", elem_id="clear-history")
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# Connect the input type selector to the update function
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input_type.change(
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fn=update_input_type,
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inputs=[input_type],
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outputs=[input_text, image_input, audio_input, pdf_input]
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)
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# Process PDF when uploaded
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pdf_input.change(
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fn=
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inputs=[pdf_input],
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outputs=[
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)
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# Button interactions
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submit_btn.click(
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fn=chatbot,
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inputs=[
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)
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fn=clear_history,
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inputs=[],
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outputs=[input_text, image_input, audio_input, pdf_input,
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)
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return demo
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import os
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import tempfile
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import fitz # PyMuPDF for PDF handling
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import uuid
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import json
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# Class to manage document storage
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class DocumentManager:
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def __init__(self):
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self.documents = {} # Dictionary to store documents: {doc_id: {"name": name, "content": content, "path": path}}
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def add_document(self, file_path, file_name=None):
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"""Add a document to the manager and return its ID"""
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if file_name is None:
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file_name = os.path.basename(file_path)
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doc_id = str(uuid.uuid4())
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content = extract_text_from_pdf(file_path)
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self.documents[doc_id] = {
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"name": file_name,
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"content": content,
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"path": file_path
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}
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return doc_id
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def get_document_content(self, doc_id):
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"""Get the content of a document by its ID"""
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if doc_id in self.documents:
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return self.documents[doc_id]["content"]
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return ""
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def get_document_path(self, doc_id):
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"""Get the file path of a document by its ID"""
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if doc_id in self.documents:
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return self.documents[doc_id]["path"]
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return None
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def get_document_list(self):
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"""Get a list of document names and IDs for dropdown"""
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return [(self.documents[doc_id]["name"], doc_id) for doc_id in self.documents]
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def clear_documents(self):
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"""Clear all documents"""
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self.documents = {}
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return []
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# Initialize the document manager
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document_manager = DocumentManager()
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# Function to extract text from PDF files
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def extract_text_from_pdf(pdf_file):
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except Exception as e:
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return f"Error transcribing audio: {str(e)}"
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# Function to handle PDF uploads
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def handle_pdf_upload(pdf_file):
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if pdf_file is None:
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return [], None
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# Add the PDF to the document manager
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doc_id = document_manager.add_document(pdf_file.name)
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# Return updated dropdown list and the selected document ID
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return document_manager.get_document_list(), doc_id
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# Function to get PDF content based on selected document
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def get_selected_document_content(doc_id):
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if not doc_id:
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return "", None
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# Get the document path for the PDF viewer
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doc_path = document_manager.get_document_path(doc_id)
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# Return the document content for the AI and the path for the viewer
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return document_manager.get_document_content(doc_id), doc_path
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# The function that will be used by Gradio interface
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def chatbot(input_text, image, audio, pdf_file, doc_selection, openai_api_key, reasoning_effort, model_choice, current_pdf_content, history=[]):
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# If there's audio, transcribe it to text
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if audio:
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input_text = transcribe_audio(audio, openai_api_key)
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# Determine which PDF content to use
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pdf_content_to_use = current_pdf_content
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# Generate the response
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response = generate_response(input_text, image, pdf_content_to_use, openai_api_key, reasoning_effort, model_choice)
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# Append the response to the history
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if input_text:
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if doc_selection:
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# Include the document name in the history
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doc_name = next((doc[0] for doc in document_manager.get_document_list() if doc[1] == doc_selection), "Unknown Document")
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history.append((f"User: {input_text} [Query on: {doc_name}]", f"Assistant: {response}"))
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else:
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history.append((f"User: {input_text}", f"Assistant: {response}"))
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else:
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history.append((f"User: [Uploaded content]", f"Assistant: {response}"))
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return "", None, None, None, doc_selection, current_pdf_content, history
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# Function to clear the chat history and reset selected document
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def clear_history():
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return "", None, None, None, None, "", []
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# Function to clear all documents
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def clear_documents():
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document_list = document_manager.clear_documents()
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return document_list, None, "", None
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# Function to update visible components based on input type selection
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def update_input_type(choice):
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if choice == "Text":
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return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
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elif choice == "Image":
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return gr.update(visible=True), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
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elif choice == "Voice":
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return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
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elif choice == "PDF":
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return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=True), gr.update(visible=True)
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# Custom CSS styles with animations and button colors
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custom_css = """
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margin-left: auto;
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animation: slideInAssistant 0.5s ease-out;
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}
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/* PDF preview panel */
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.pdf-preview-panel {
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border: 2px solid #ccc;
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border-radius: 8px;
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overflow: hidden;
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height: 600px;
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background-color: #f5f5f5;
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}
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/* PDF viewer iframe */
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.pdf-viewer {
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width: 100%;
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height: 100%;
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border: none;
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}
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/* Split view container */
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.split-view-container {
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display: flex;
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gap: 20px;
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}
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.split-view-panel {
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flex: 1;
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min-width: 0; /* Allow panels to shrink below their content size */
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}
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/* Animation keyframes */
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@keyframes fadeIn {
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0% { opacity: 0; }
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0% { transform: translateX(100%); }
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100% { transform: translateX(0); }
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}
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/* Document management styles */
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.document-manager {
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background-color: #fff;
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border-radius: 10px;
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padding: 15px;
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
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margin-bottom: 20px;
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}
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.document-manager-header {
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display: flex;
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justify-content: space-between;
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align-items: center;
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margin-bottom: 15px;
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}
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.document-list {
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max-height: 200px;
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overflow-y: auto;
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border: 1px solid #eee;
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border-radius: 5px;
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padding: 10px;
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}
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/* Mobile responsiveness */
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@media (max-width: 768px) {
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.gradio-header h1 {
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width: 100%;
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margin-left: 0;
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}
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.split-view-container {
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flex-direction: column;
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}
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}
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"""
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with gr.Blocks(css=custom_css) as demo:
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gr.Markdown("""
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<div class="gradio-header">
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<h1>Enhanced Multimodal Chatbot</h1>
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<h3>Interact with text, images, voice, and multiple PDFs</h3>
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</div>
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""")
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with gr.Accordion("Click to expand for details", open=False):
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gr.Markdown("""
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### Description:
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This enhanced multimodal chatbot handles text, image, voice, and PDF inputs with advanced document management.
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- **Text Mode**: Ask questions or provide text for the assistant to respond.
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- **Image Mode**: Upload an image for the assistant to analyze and discuss.
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- **Voice Mode**: Upload or record audio that will be transcribed and processed.
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- **PDF Mode**: Upload multiple PDFs, select which one to query, and view them side-by-side with the chat.
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### PDF Features:
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- Upload and manage multiple PDFs in a single session
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- Select which document to query from a dropdown menu
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- View PDFs side-by-side with the chat interface
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- Clear document library as needed
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### Model Options:
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458 |
+
- "o1" is for image, voice, PDF and text chat
|
459 |
+
- "o3-mini" is for text, PDF and voice chat only
|
460 |
""")
|
461 |
|
462 |
# Store PDF content as a state variable
|
463 |
+
current_pdf_content = gr.State("")
|
464 |
|
465 |
with gr.Row():
|
466 |
openai_api_key = gr.Textbox(label="Enter OpenAI API Key", type="password", placeholder="sk-...", interactive=True)
|
|
|
497 |
visible=False
|
498 |
)
|
499 |
|
500 |
+
# PDF input and document selection components
|
501 |
pdf_input = gr.File(
|
502 |
label="Upload your PDF",
|
503 |
file_types=[".pdf"],
|
504 |
visible=False
|
505 |
)
|
506 |
+
|
507 |
+
# Dropdown for document selection
|
508 |
+
doc_selection = gr.Dropdown(
|
509 |
+
label="Select Document to Query",
|
510 |
+
choices=[],
|
511 |
+
interactive=True,
|
512 |
+
visible=False
|
513 |
)
|
514 |
+
|
515 |
+
# PDF Viewer (initially hidden)
|
516 |
+
pdf_viewer = gr.HTML(
|
517 |
+
label="PDF Preview",
|
518 |
+
visible=False
|
519 |
)
|
|
|
|
|
520 |
|
521 |
+
# Action buttons row
|
522 |
+
with gr.Row():
|
523 |
+
with gr.Column(scale=1):
|
524 |
+
reasoning_effort = gr.Dropdown(
|
525 |
+
label="Reasoning Effort",
|
526 |
+
choices=["low", "medium", "high"],
|
527 |
+
value="medium"
|
528 |
+
)
|
529 |
+
|
530 |
+
with gr.Column(scale=1):
|
531 |
+
model_choice = gr.Dropdown(
|
532 |
+
label="Select Model",
|
533 |
+
choices=["o1", "o3-mini"],
|
534 |
+
value="o1"
|
535 |
+
)
|
536 |
+
|
537 |
+
with gr.Column(scale=1):
|
538 |
+
submit_btn = gr.Button("Ask!", elem_id="submit-btn")
|
539 |
+
|
540 |
+
with gr.Column(scale=1):
|
541 |
+
clear_chat_btn = gr.Button("Clear Chat", elem_id="clear-history")
|
542 |
+
|
543 |
+
with gr.Column(scale=1, visible=False) as clear_docs_col:
|
544 |
+
clear_docs_btn = gr.Button("Clear All Documents", elem_id="clear-docs")
|
545 |
+
|
546 |
+
# Create a container for the split view layout when in PDF mode
|
547 |
+
with gr.Row(visible=False) as split_view_container:
|
548 |
+
with gr.Column(scale=1, elem_classes="split-view-panel") as pdf_panel:
|
549 |
+
pdf_display = gr.HTML(
|
550 |
+
"""<div class="pdf-preview-panel">
|
551 |
+
<iframe class="pdf-viewer" id="pdf-viewer" src="about:blank"></iframe>
|
552 |
+
</div>"""
|
553 |
+
)
|
554 |
+
|
555 |
+
with gr.Column(scale=1, elem_classes="split-view-panel") as chat_panel:
|
556 |
+
chat_history = gr.Chatbot()
|
557 |
+
|
558 |
+
# Regular chat history display (when not in split view)
|
559 |
+
with gr.Row(visible=True) as regular_chat_container:
|
560 |
+
chat_history_regular = gr.Chatbot()
|
561 |
+
|
562 |
+
# Function to handle selection of a document from dropdown
|
563 |
+
def handle_doc_selection(doc_id):
|
564 |
+
if not doc_id:
|
565 |
+
return "", update_pdf_viewer(None)
|
566 |
+
|
567 |
+
content, path = get_selected_document_content(doc_id)
|
568 |
+
return content, update_pdf_viewer(path)
|
569 |
+
|
570 |
+
# Function to update the PDF viewer
|
571 |
+
def update_pdf_viewer(pdf_path):
|
572 |
+
if not pdf_path:
|
573 |
+
return """<div class="pdf-preview-panel">
|
574 |
+
<div style="padding: 20px; text-align: center;">No PDF selected</div>
|
575 |
+
</div>"""
|
576 |
+
|
577 |
+
# Create a data URL or temporary file path to display the PDF
|
578 |
+
return f"""<div class="pdf-preview-panel">
|
579 |
+
<iframe class="pdf-viewer" id="pdf-viewer" src="file={pdf_path}" type="application/pdf"></iframe>
|
580 |
+
</div>"""
|
581 |
+
|
582 |
+
# Function to toggle between split view and regular view based on input type
|
583 |
+
def toggle_view(choice):
|
584 |
+
if choice == "PDF":
|
585 |
+
return gr.update(visible=True), gr.update(visible=False), gr.update(visible=True)
|
586 |
+
else:
|
587 |
+
return gr.update(visible=False), gr.update(visible=True), gr.update(visible=False)
|
588 |
|
589 |
# Connect the input type selector to the update function
|
590 |
input_type.change(
|
591 |
fn=update_input_type,
|
592 |
inputs=[input_type],
|
593 |
+
outputs=[input_text, image_input, audio_input, pdf_input, doc_selection, pdf_viewer]
|
594 |
+
)
|
595 |
+
|
596 |
+
# Toggle between split view and regular view when input type changes
|
597 |
+
input_type.change(
|
598 |
+
fn=toggle_view,
|
599 |
+
inputs=[input_type],
|
600 |
+
outputs=[split_view_container, regular_chat_container, clear_docs_col]
|
601 |
)
|
602 |
|
603 |
# Process PDF when uploaded
|
604 |
pdf_input.change(
|
605 |
+
fn=handle_pdf_upload,
|
606 |
inputs=[pdf_input],
|
607 |
+
outputs=[doc_selection, doc_selection]
|
608 |
+
)
|
609 |
+
|
610 |
+
# Update content when document is selected
|
611 |
+
doc_selection.change(
|
612 |
+
fn=handle_doc_selection,
|
613 |
+
inputs=[doc_selection],
|
614 |
+
outputs=[current_pdf_content, pdf_display]
|
615 |
)
|
616 |
|
617 |
# Button interactions
|
618 |
submit_btn.click(
|
619 |
fn=chatbot,
|
620 |
+
inputs=[
|
621 |
+
input_text, image_input, audio_input, pdf_input,
|
622 |
+
doc_selection, openai_api_key, reasoning_effort,
|
623 |
+
model_choice, current_pdf_content
|
624 |
+
],
|
625 |
+
outputs=[
|
626 |
+
input_text, image_input, audio_input, pdf_input,
|
627 |
+
doc_selection, current_pdf_content, chat_history_regular
|
628 |
+
]
|
629 |
+
)
|
630 |
+
|
631 |
+
# Also update the split view chat history when submitting
|
632 |
+
submit_btn.click(
|
633 |
+
fn=lambda history: history,
|
634 |
+
inputs=[chat_history_regular],
|
635 |
+
outputs=[chat_history]
|
636 |
)
|
637 |
|
638 |
+
clear_chat_btn.click(
|
639 |
fn=clear_history,
|
640 |
inputs=[],
|
641 |
+
outputs=[input_text, image_input, audio_input, pdf_input, doc_selection, current_pdf_content, chat_history_regular]
|
642 |
+
)
|
643 |
+
|
644 |
+
# Also clear the split view chat history
|
645 |
+
clear_chat_btn.click(
|
646 |
+
fn=lambda: [],
|
647 |
+
inputs=[],
|
648 |
+
outputs=[chat_history]
|
649 |
+
)
|
650 |
+
|
651 |
+
# Clear all documents
|
652 |
+
clear_docs_btn.click(
|
653 |
+
fn=clear_documents,
|
654 |
+
inputs=[],
|
655 |
+
outputs=[doc_selection, doc_selection, current_pdf_content, pdf_display]
|
656 |
)
|
657 |
|
658 |
return demo
|