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import os |
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import re |
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import smtplib |
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import streamlit as st |
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from transformers import pipeline |
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from typing import Dict |
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from gtts import gTTS |
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from together import Together |
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from email.mime.multipart import MIMEMultipart |
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from email.mime.text import MIMEText |
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from email.mime.audio import MIMEAudio |
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def img2txt(url: str) -> str: |
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print("Initializing captioning model...") |
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captioning_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base") |
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print("Generating text from the image...") |
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text = captioning_model(url, max_new_tokens=20)[0]["generated_text"] |
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print(text) |
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return text |
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def txt2story(prompt: str, top_k: int, top_p: float, temperature: float) -> str: |
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client = Together(api_key=os.environ.get("TOGETHER_API_KEY")) |
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story_prompt = f"Write a short story of no more than 250 words based on the following prompt: {prompt}" |
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stream = client.chat.completions.create( |
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model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo", |
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messages=[ |
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{"role": "system", "content": '''As an experienced short story writer, write a meaningful story influenced by the provided prompt. |
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Ensure the story does not exceed 250 words.'''}, |
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{"role": "user", "content": story_prompt} |
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], |
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top_k=top_k, |
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top_p=top_p, |
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temperature=temperature, |
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stream=True |
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) |
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story = '' |
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for chunk in stream: |
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story += chunk.choices[0].delta.content |
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return story |
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def txt2speech(text: str) -> None: |
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print("Converting text to speech using gTTS...") |
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tts = gTTS(text=text, lang='en') |
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tts.save("audio_story.mp3") |
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def get_user_preferences() -> Dict[str, str]: |
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preferences = { |
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'continent': st.selectbox("Continent", ["North America", "Europe", "Asia", "Africa", "Australia"]), |
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'genre': st.selectbox("Genre", ["Science Fiction", "Fantasy", "Mystery", "Romance"]), |
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'setting': st.selectbox("Setting", ["Future", "Medieval times", "Modern day", "Alternate reality"]), |
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'plot': st.selectbox("Plot", ["Hero's journey", "Solving a mystery", "Love story", "Survival"]), |
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'tone': st.selectbox("Tone", ["Serious", "Light-hearted", "Humorous", "Dark"]), |
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'theme': st.selectbox("Theme", ["Self-discovery", "Redemption", "Love", "Justice"]), |
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'conflict': st.selectbox("Conflict Type", ["Person vs. Society", "Internal struggle", "Person vs. Nature", "Person vs. Person"]), |
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'twist': st.selectbox("Mystery/Twist", ["Plot twist", "Hidden identity", "Unexpected ally/enemy", "Time paradox"]), |
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'ending': st.selectbox("Ending", ["Happy", "Bittersweet", "Open-ended", "Tragic"]) |
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} |
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return preferences |
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def main(): |
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st.set_page_config( |
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page_title="π¨ Image-to-Audio Story π§", |
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page_icon="πΌοΈ", |
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layout="wide" |
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) |
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st.title("Turn the Image into Audio Story") |
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if "story" not in st.session_state: |
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st.session_state.story = "" |
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if "audio_file_path" not in st.session_state: |
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st.session_state.audio_file_path = "" |
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if "caption" not in st.session_state: |
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st.session_state.caption = "" |
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col1, col2 = st.columns([2, 3]) |
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with col1: |
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st.markdown("## π· Upload Image") |
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uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"]) |
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st.markdown("## π Story Preferences") |
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preferences = get_user_preferences() |
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with col2: |
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if uploaded_file is not None: |
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st.markdown("## πΌοΈ Your Image") |
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bytes_data = uploaded_file.read() |
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with open("uploaded_image.jpg", "wb") as file: |
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file.write(bytes_data) |
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st.image(uploaded_file, use_column_width=True) |
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if st.button("π¨ Generate Story"): |
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with st.spinner("π€ AI is working its magic..."): |
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try: |
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scenario = img2txt("uploaded_image.jpg") |
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st.session_state.caption = scenario |
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prompt = f"""Based on the image description: '{scenario}', |
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create a {preferences['genre']} story set in {preferences['setting']} |
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in {preferences['continent']}. The story should have a {preferences['tone']} |
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tone and explore the theme of {preferences['theme']}. The main conflict |
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should be {preferences['conflict']}. The story should have a {preferences['twist']} |
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and end with a {preferences['ending']} ending.""" |
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story = txt2story(prompt, top_k=5, top_p=0.8, temperature=1.5) |
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st.session_state.story = story |
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txt2speech(story) |
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st.session_state.audio_file_path = "audio_story.mp3" |
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except Exception as e: |
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st.error(f"An error occurred: {str(e)}") |
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st.warning("Please try again or contact support if the problem persists.") |
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if st.session_state.story: |
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st.markdown("---") |
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with st.expander("π Image Caption", expanded=True): |
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st.write(st.session_state.caption) |
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with st.expander("π Generated Story", expanded=True): |
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st.write(st.session_state.story) |
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with st.expander("π§ Audio Version", expanded=True): |
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st.audio(st.session_state.audio_file_path) |
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if __name__ == '__main__': |
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main() |