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import os
import re
import smtplib
import streamlit as st
from dotenv import load_dotenv
from transformers import pipeline
from typing import Dict
from gtts import gTTS
from together import Together
from email.mime.multipart import MIMEMultipart
from email.mime.text import MIMEText
from email.mime.audio import MIMEAudio

# Load environment variables
load_dotenv()

# Image-to-text function
def img2txt(url: str) -> str:
    print("Initializing captioning model...")
    captioning_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
    
    print("Generating text from the image...")
    text = captioning_model(url, max_new_tokens=20)[0]["generated_text"]
    
    print(text)
    return text

# Text-to-story generation function
def txt2story(prompt: str, top_k: int, top_p: float, temperature: float) -> str:
    client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))

    story_prompt = f"Write a short story of no more than 250 words based on the following prompt: {prompt}"

    stream = client.chat.completions.create(
        model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
        messages=[
            {"role": "system", "content": '''As an experienced short story writer, write a meaningful story influenced by the provided prompt.
            Ensure the story does not exceed 250 words.'''},
            {"role": "user", "content": story_prompt}
        ],
        top_k=top_k,
        top_p=top_p,
        temperature=temperature,
        stream=True
    )

    story = ''
    for chunk in stream:
        story += chunk.choices[0].delta.content

    return story

# Text-to-speech function
def txt2speech(text: str) -> None:
    print("Converting text to speech using gTTS...")
    tts = gTTS(text=text, lang='en')
    tts.save("audio_story.mp3")

# Get user preferences function
def get_user_preferences() -> Dict[str, str]:
    preferences = {
        'continent': st.selectbox("Continent", ["North America", "Europe", "Asia", "Africa", "Australia"]),
        'genre': st.selectbox("Genre", ["Science Fiction", "Fantasy", "Mystery", "Romance"]),
        'setting': st.selectbox("Setting", ["Future", "Medieval times", "Modern day", "Alternate reality"]),
        'plot': st.selectbox("Plot", ["Hero's journey", "Solving a mystery", "Love story", "Survival"]),
        'tone': st.selectbox("Tone", ["Serious", "Light-hearted", "Humorous", "Dark"]),
        'theme': st.selectbox("Theme", ["Self-discovery", "Redemption", "Love", "Justice"]),
        'conflict': st.selectbox("Conflict Type", ["Person vs. Society", "Internal struggle", "Person vs. Nature", "Person vs. Person"]),
        'twist': st.selectbox("Mystery/Twist", ["Plot twist", "Hidden identity", "Unexpected ally/enemy", "Time paradox"]),
        'ending': st.selectbox("Ending", ["Happy", "Bittersweet", "Open-ended", "Tragic"])
    }
    return preferences

# Function to send the story via email using smtplib
def send_story_email(recipient_email: str, story_text: str, audio_file_path: str) -> bool:
    try:
        # Email configuration
        smtp_server = os.environ.get("SMTP_SERVER")  # e.g., "smtp.gmail.com"
        smtp_port = int(os.environ.get("SMTP_PORT", 587))  # e.g., 587 for TLS
        sender_email = os.environ.get("SENDER_EMAIL")  # Your email
        sender_password = os.environ.get("SENDER_PASSWORD")  # Your email password
        
        # Create the email
        msg = MIMEMultipart()
        msg['From'] = sender_email
        msg['To'] = recipient_email
        msg['Subject'] = "Your Generated Story"

        # Attach the story text
        msg.attach(MIMEText(f"Here's your generated story:\n\n{story_text}\n\nEnjoy!", 'plain'))

        # Attach the audio file
        with open(audio_file_path, 'rb') as audio_file:
            audio_part = MIMEAudio(audio_file.read(), _subtype='mp3')
            audio_part.add_header('Content-Disposition', 'attachment', filename=os.path.basename(audio_file_path))
            msg.attach(audio_part)

        # Send the email
        with smtplib.SMTP(smtp_server, smtp_port) as server:
            server.starttls()  # Upgrade to a secure connection
            server.login(sender_email, sender_password)
            server.send_message(msg)
        
        return True
        
    except Exception as e:
        print(f"Error sending email: {str(e)}")
        return False

# Basic email validation function
def validate_email(email: str) -> bool:
    pattern = r'^[\w\.-]+@[\w\.-]+\.\w+$'
    return re.match(pattern, email) is not None

# Main Streamlit application
def main():
    st.set_page_config(
        page_title="🎨 Image-to-Audio Story 🎧",
        page_icon="πŸ–ΌοΈ",
        layout="wide"
    )
    st.title("Turn the Image into Audio Story")

    # Initialize session state variables
    if "story" not in st.session_state:
        st.session_state.story = ""
    if "audio_file_path" not in st.session_state:
        st.session_state.audio_file_path = ""
    if "caption" not in st.session_state:
        st.session_state.caption = ""

    # Main content area
    col1, col2 = st.columns([2, 3])

    with col1:
        # Image upload section
        st.markdown("## πŸ“· Upload Image")
        uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"])

        # Story preferences section
        st.markdown("## 🎭 Story Preferences")
        preferences = get_user_preferences()

    with col2:
        if uploaded_file is not None:
            # Display uploaded image
            st.markdown("## πŸ–ΌοΈ Your Image")
            bytes_data = uploaded_file.read()
            with open("uploaded_image.jpg", "wb") as file:
                file.write(bytes_data)
            st.image(uploaded_file, use_column_width=True)

            # Process image and generate story
            if st.button("🎨 Generate Story"):
                with st.spinner("πŸ€– AI is working its magic..."):
                    try:
                        # Get image description
                        scenario = img2txt("uploaded_image.jpg")
                        st.session_state.caption = scenario  # Store caption in session state
                        
                        # Create story prompt
                        prompt = f"""Based on the image description: '{scenario}', 
                        create a {preferences['genre']} story set in {preferences['setting']} 
                        in {preferences['continent']}. The story should have a {preferences['tone']} 
                        tone and explore the theme of {preferences['theme']}. The main conflict 
                        should be {preferences['conflict']}. The story should have a {preferences['twist']} 
                        and end with a {preferences['ending']} ending."""
                        
                        # Generate story
                        story = txt2story(prompt, top_k=5, top_p=0.8, temperature=1.5)
                        st.session_state.story = story  # Store story in session state
                        
                        # Convert to audio
                        txt2speech(story)
                        st.session_state.audio_file_path = "audio_story.mp3"  # Store audio path in session state

                    except Exception as e:
                        st.error(f"An error occurred: {str(e)}")
                        st.warning("Please try again or contact support if the problem persists.")

        # Display results if story exists in session state
        if st.session_state.story:
            st.markdown("---")
            
            # Image caption
            with st.expander("πŸ“œ Image Caption", expanded=True):
                st.write(st.session_state.caption)
            
            # Story text
            with st.expander("πŸ“– Generated Story", expanded=True):
                st.write(st.session_state.story)
            
            # Audio player
            with st.expander("🎧 Audio Version", expanded=True):
                st.audio(st.session_state.audio_file_path)

            # Email section
            st.markdown("---")
            st.markdown("## πŸ“§ Get Story via Email")
            email = st.text_input(
                "Enter your email address:",
                help="We'll send you the story text and audio file"
            )
            
            if st.button("πŸ“€ Send to Email"):
                if not email:
                    st.warning("Please enter an email address.")
                elif not validate_email(email):
                    st.error("Please enter a valid email address.")
                else:
                    print('The process is ongoing________________________')
                    with st.spinner("πŸ“¨ Sending email..."):
                        if send_story_email(email, st.session_state.story, st.session_state.audio_file_path):
                            st.success(f"Email sent to: {email}")
                        else:
                            st.error("❌ Failed to send email. Please try again.")

if __name__ == '__main__':
    main()