import io import os import streamlit as st import requests from PIL import Image from model import get_caption_model, generate_caption from googletrans import Translator import sqlite3 # Initialize Streamlit app st.set_page_config(page_title="Image Caption Generator", layout="wide") translator = Translator() @st.cache_resource def get_model(): return get_caption_model() caption_model = get_model() # Constants SIGNUP_SUCCESS_MSG = "Signup successful! You can now login." SIGNUP_ERROR_EXISTING_USER = "Username already exists. Please choose a different username." LOGIN_SUCCESS_MSG = "Login successful!" LOGIN_ERROR_INVALID_CREDENTIALS = "Login failed. Invalid username or password." # Define CSS styles heading_style = "font-size: 24px; font-weight: bold; text-align: center;" input_style = "margin-top: 10px; padding: 5px; width: 100%;" # Function to create the SQLite table if it doesn't exist @st.cache_resource def create_table(): with sqlite3.connect("login.db") as conn: cursor = conn.cursor() cursor.execute(''' CREATE TABLE IF NOT EXISTS users ( id INTEGER PRIMARY KEY AUTOINCREMENT, username TEXT NOT NULL UNIQUE, password TEXT NOT NULL, email TEXT NOT NULL, role TEXT NOT NULL ) ''') # Function for signup section def signup_section(): st.markdown(f"

Signup

", unsafe_allow_html=True) new_username = st.text_input("New Username", key="new_username", help="Choose a unique username") new_password = st.text_input("New Password", type="password", key="new_password", help="Password should be at least 8 characters long") new_email = st.text_input("Email", key="new_email", help="Enter a valid email address") if st.button("Signup"): if not new_username or not new_password or not new_email: st.error("All fields are required for signup.") return role = "user" try: with sqlite3.connect("login.db") as conn: cursor = conn.cursor() cursor.execute("INSERT INTO users (username, password, email, role) VALUES (?, ?, ?, ?)", (new_username, new_password, new_email, role)) st.success(SIGNUP_SUCCESS_MSG) st.balloons() # After successful signup, direct the user to the login page login_section() except sqlite3.IntegrityError: st.error(SIGNUP_ERROR_EXISTING_USER) # Function for login section def login_section(): st.markdown(f"

Login

", unsafe_allow_html=True) username = st.text_input("Username", key="login_username", help="Enter your username") password = st.text_input("Password", type="password", key="login_password",help="Enter your password") if st.button("Login"): if not username or not password: st.error("Username and password are required for login.") return try: with sqlite3.connect("login.db") as conn: cursor = conn.cursor() cursor.execute("SELECT * FROM users WHERE username = ?", (username,)) user = cursor.fetchone() if user and user[2] == password: st.success(LOGIN_SUCCESS_MSG) st.write(f"You are logged in as: {user[1]}") st.session_state.username = username st.session_state.selected_tab = "Generate Caption" st.balloons() # After successful login, direct the user to the image caption prediction function generate_caption_section() else: st.error(LOGIN_ERROR_INVALID_CREDENTIALS) except sqlite3.OperationalError as e: st.error(f"An error occurred while trying to log in: {e}") def translate_caption(caption, target_language): translated = translator.translate(caption, dest=target_language) return translated.text def predict(cap_col): captions = [] pred_caption = generate_caption('tmp.jpg', caption_model) cap_col.markdown('#### Predicted Captions:') translated_caption = translate_caption(pred_caption, target_language) captions.append(translated_caption) for _ in range(4): pred_caption = generate_caption('tmp.jpg', caption_model, add_noise=True) if pred_caption not in captions: translated_caption = translate_caption(pred_caption, target_language) captions.append(translated_caption) cap_col.markdown('
', unsafe_allow_html=True) for c in captions: cap_col.markdown(f'
{c}
', unsafe_allow_html=True) cap_col.markdown('
', unsafe_allow_html=True) def generate_caption_section(): st.markdown('

IMAGE CAPTION GENERATOR

', unsafe_allow_html=True) col1, col2 = st.columns(2) # Image URL input img_url = st.text_input(label='Enter Image URL') # Image upload input img_upload = st.file_uploader(label='Upload Image', type=['jpg', 'png', 'jpeg']) # Language selection dropdown target_language = st.selectbox('Select Target Language', ['en', 'ta', 'hi', 'es', 'fr', 'zh-cn'], index=0) # Process image and generate captions if img_url: img = Image.open(requests.get(img_url, stream=True).raw) img = img.convert('RGB') col1.image(img, caption="Input Image", use_column_width=True) img.save('tmp.jpg') predict(col2) st.markdown('
OR
', unsafe_allow_html=True) elif img_upload: img = img_upload.read() img = Image.open(io.BytesIO(img)) img = img.convert('RGB') col1.image(img, caption="Input Image", use_column_width=True) img.save('tmp.jpg') predict(col2) # Remove temporary image file if img_url or img_upload: os.remove('tmp.jpg') def main(): # Create the database table if it doesn't exist create_table() # Define the navigation tabs tabs = ["Signup", "Login", "Generate Caption"] # Select the active tab based on user input selected_tab = st.sidebar.selectbox("Navigation", tabs) # Route to the appropriate section based on the selected tab if selected_tab == "Signup": signup_section() elif selected_tab == "Login": login_section() elif selected_tab == "Generate Caption": # Check if the user is logged in before allowing access to the image caption generation if 'username' in st.session_state: generate_caption_section() else: st.write("Please login to access this feature.") if __name__ == "__main__": main()