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Delete app (3).py
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app (3).py
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# Configure page settings (MUST BE FIRST STREAMLIT COMMAND)
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import streamlit as st
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from streamlit_option_menu import option_menu
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from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM
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from PyPDF2 import PdfReader
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# Set page config
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st.set_page_config(
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page_title="Disease Analysis GPT",
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layout="wide",
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initial_sidebar_state="expanded"
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)
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# Load Hugging Face models and tokenizer for text generation
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@st.cache_resource
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def load_model():
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tokenizer = AutoTokenizer.from_pretrained("harishussain12/Disease_Managment")
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model = AutoModelForCausalLM.from_pretrained("harishussain12/Disease_Managment")
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return tokenizer, model
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# Function to create a text generation pipeline
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@st.cache_resource
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def create_pipeline():
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tokenizer, model = load_model()
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return pipeline("text-generation", model=model, tokenizer=tokenizer)
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# Function to extract text from PDF file
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def read_pdf(file):
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try:
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reader = PdfReader(file)
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text = ""
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for page in reader.pages:
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text += page.extract_text()
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return text
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except Exception as e:
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return f"Error reading PDF: {e}"
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# Load pipelines
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text_pipeline = create_pipeline()
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# Custom CSS for styling
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st.markdown(
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"""
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<style>
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body {
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font-family: 'Arial', sans-serif;
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}
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.stButton button {
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background-color: #0b2545;
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color: white;
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border: none;
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border-radius: 25px;
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padding: 8px 20px;
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font-size: 14px;
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font-weight: bold;
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cursor: pointer;
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}
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.stButton button:hover {
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background-color: #0a1b35;
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}
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.search-box {
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border-radius: 20px;
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border: 1px solid #ccc;
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padding: 10px;
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width: 100%;
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font-size: 16px;
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background-color: #ffffff;
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}
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.info-box {
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background-color: #f8f9fa;
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border-left: 5px solid #0b2545;
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padding: 15px;
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border-radius: 5px;
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font-size: 14px;
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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# Sidebar
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with st.sidebar:
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new_chat_button = st.button("New Chat", key="new_chat", help="Start a new chat to ask a different question.")
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if new_chat_button:
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st.session_state.clear() # Clear session state to simulate a new chat
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selected = option_menu(
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menu_title=None,
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options=[" Home", " Discover"],
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icons=["house", "search"],
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menu_icon="cast",
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default_index=0,
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styles={
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"container": {"padding": "0!important", "background-color": "#1a1a1a"},
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"icon": {"color": "#ffffff", "font-size": "16px"},
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"nav-link": {
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"font-size": "15px",
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"text-align": "left",
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"margin": "0px",
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"color": "#ffffff",
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"font-weight": "bold",
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"padding": "10px 20px",
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},
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"nav-link-selected": {"background-color": "#1a1a1a", "color": "white"},
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}
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)
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# Main content
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col1, col2, col3 = st.columns([1, 2, 1])
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with col2:
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st.markdown("<h1 style='text-align: center;'>poonawala dermatologist</h1>", unsafe_allow_html=True)
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st.markdown("<h3 style='text-align: center;'>How can I help you?</h3>", unsafe_allow_html=True)
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# Model selection (now including Document Analysis)
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model_selection = st.selectbox(
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"Select a model",
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options=["Disease Analysis", "Document Analysis"],
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index=0
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)
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# If the user selects Document Analysis, show an error and prompt them to switch to Disease Analysis
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if model_selection == "Document Analysis":
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st.error("Please switch to 'Disease Analysis' model for generating responses. Document Analysis is not available in this version.")
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# Search box
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search_input = st.text_input(
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"",
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placeholder="Type your question here...",
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label_visibility="collapsed",
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help="Ask anything related to disease management."
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)
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# File upload below search box
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uploaded_file = st.file_uploader("Upload a PDF file", type="pdf", help="Attach relevant files or documents to your query.")
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if search_input:
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with st.spinner("Generating response..."):
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try:
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if model_selection == "Disease Analysis":
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context = ""
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if uploaded_file is not None:
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file_content = read_pdf(uploaded_file)
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if "Error" in file_content:
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st.error(file_content)
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else:
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context = file_content
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query_input = search_input + (f"\n\nContext:\n{context}" if context else "")
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response = text_pipeline(query_input, max_length=200, num_return_sequences=1)
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st.markdown(f"### Response:\n{response[0]['generated_text']}")
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except Exception as e:
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st.error(f"Error generating response: {str(e)}")
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