Upload 4 files
Browse files- Image_Generator.py +109 -0
- Music_Generator.py +108 -0
- home.py +68 -0
- musicgen.py +33 -0
Image_Generator.py
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import streamlit as st
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from diffusers import DiffusionPipeline
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import torch
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from PIL import Image
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# Custom CSS to improve the appearance
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st.markdown("""
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<style>
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.stApp {
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background-image:linear-gradient(to bottom, #000000 ,#000814 ,#001d3d, #003566);
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}
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.main-title {
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font-size: 3rem !important;
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color: #f1faee;
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text-align: center;
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padding: 1rem 0;
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}
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.subtitle {
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font-size: 1.2rem;
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color: #f1faee;
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text-align: center;
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margin-bottom: 2rem;
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}
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.stTextInput > div > div > input {
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font-size: 1.2rem;
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}
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.generate-button {
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font-size: 1.2rem;
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border-radius: 10px;
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padding: 0.5rem 1rem;
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}
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.info-section {
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background-color: #ffffff;
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padding: 1rem;
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border-radius: 10px;
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margin-top: 2rem;
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}
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</style>
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""", unsafe_allow_html=True)
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# Initialize the Stable Diffusion pipeline
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@st.cache_resource
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def load_image_model():
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# Ensure that you are using the correct device (GPU if available)
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pipe = DiffusionPipeline.from_pretrained("CompVis/stable-diffusion-v1-4")
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if torch.cuda.is_available():
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pipe.to("cuda")
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return pipe
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pipe = load_image_model()
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# Streamlit interface
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st.markdown("<h1 class='main-title'>🖼️ AI Image Generator</h1>", unsafe_allow_html=True)
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st.markdown("<p class='subtitle'>Describe the image you want to create, and the AI will generate it for you.</p>", unsafe_allow_html=True)
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# Main interaction area
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image_description = st.text_input("🖊️ Describe the image you want to create",
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placeholder="E.g., A sunset over a mountain range")
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if st.button("🎨 Generate Image"):
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if image_description.strip():
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with st.spinner("🎨 Generating your image..."):
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st.warning("Image generation may take some time. Please be patient.") # Display warning message
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try:
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# Generate the image
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image = pipe(image_description).images[0]
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# Display the generated image
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st.image(image, caption="Generated Image", use_column_width=True)
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# Provide download button for the generated image
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img_path = "generated_image.png"
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image.save(img_path)
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with open(img_path, "rb") as file:
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st.download_button(
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label="📥 Download Image",
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data=file,
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file_name="generated_image.png",
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mime="image/png"
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)
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except Exception as e:
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st.error(f"😕 Oops! An error occurred: {str(e)}")
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else:
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st.warning("🤔 Please enter a description for your image.")
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# Information sections
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st.markdown("---")
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col1, col2 = st.columns(2)
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with col1:
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st.markdown("### 🌟 How it works")
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st.markdown("""
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1. 📝 Describe the image you want
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2. 🖱️ Click 'Generate Image'
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3. 🎨 View your AI-generated artwork
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4. 📥 Download and share!
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""")
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with col2:
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st.markdown("### 🎨 Tips for great results")
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st.markdown("""
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- Be specific about objects and settings
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- Mention style, genre, or mood
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- Describe the colors and lighting
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""")
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# Footer
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st.markdown("---")
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Music_Generator.py
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import streamlit as st
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from musicgen import init_musicgen, generate_music
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import numpy as np
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from scipy.io.wavfile import write
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# Custom CSS to improve the appearance
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st.markdown("""
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<style>
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.stApp {
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background-image:linear-gradient(to bottom, #000000 ,#000814 ,#10002b, #240046);
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}
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.main-title {
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font-size: 3rem !important;
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color: #f1faee;
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text-align: center;
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padding: 1rem 0;
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}
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.subtitle {
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font-size: 1.2rem;
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color: #f1faee;
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text-align: center;
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margin-bottom: 2rem;
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}
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.stTextInput > div > div > input {
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font-size: 1.2rem;
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}
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.generate-button {
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font-size: 1.2rem;
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border-radius: 10px;
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padding: 0.5rem 1rem;
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}
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.info-section {
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background-color: #ffffff;
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padding: 1rem;
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border-radius: 10px;
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margin-top: 2rem;
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}
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</style>
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""", unsafe_allow_html=True)
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# Initialize the MusicGen model and tokenizer
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@st.cache_resource
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def load_model():
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return init_musicgen('facebook/musicgen-small')
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tokenizer, model = load_model()
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# Streamlit interface
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st.markdown("<h1 class='main-title'>🎵 AI Music Generator</h1>", unsafe_allow_html=True)
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st.markdown("<p class='subtitle'>Describe the type of music you want, and the AI will generate it for you.</p>", unsafe_allow_html=True)
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# Main interaction area
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text_input = st.text_input("🖊️ Describe the music you want to create",
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placeholder="E.g., A happy pop song with guitar and drums")
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if st.button("🎼 Generate Music"):
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if text_input.strip():
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with st.spinner("🎧 Generating your music..."):
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try:
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audio_array = generate_music(text_input, tokenizer, model)
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# Convert to int16 and save as WAV file
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audio_int16 = (audio_array * 32767).astype(np.int16)
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write("generated_music.wav", 44100, audio_int16)
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st.success("🎉 Your music has been generated successfully!")
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# Play the generated audio
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st.audio("generated_music.wav")
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# Provide download button
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with open("generated_music.wav", "rb") as file:
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st.download_button(
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label="📥 Download Music",
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data=file,
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file_name="ai_generated_music.wav",
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mime="audio/wav"
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)
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except Exception as e:
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st.error(f"😕 Oops! An error occurred: {str(e)}")
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else:
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st.warning("🤔 Please enter a description for your music.")
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# Information sections
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st.markdown("---")
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col1, col2 = st.columns(2)
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with col1:
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st.markdown("### 🌟 How it works")
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st.markdown("""
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1. 📝 Describe the music you want
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2. 🖱️ Click 'Generate Music'
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3. 🎧 Listen to your AI-created tune
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4. 📥 Download and share!
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""")
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with col2:
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st.markdown("### 🎨 Tips for great results")
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st.markdown("""
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- Be specific about instruments
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- Mention genre or mood
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- Describe tempo or rhythm
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- Reference famous artists or songs
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""")
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# Footer
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st.markdown("---")
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home.py
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import streamlit as st
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# Set page configuration (only once in main.py)
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st.set_page_config(page_title="AI Generator App", page_icon="🎵", layout="wide")
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# Custom CSS to improve the appearance
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| 7 |
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st.markdown("""
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<style>
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| 9 |
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.stApp {
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| 10 |
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background-image:linear-gradient(to bottom, #000000 , #0a0908, #250902, #641220);
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| 11 |
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font-family: 'Helvetica', sans-serif;
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}
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.main-title {
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font-size: 3.5rem !important;
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color: #f1faee;
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text-align: center;
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margin-bottom: 0.5rem;
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font-weight: bold;
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}
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.subtitle {
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font-size: 1.5rem;
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color: #f1faee;
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| 23 |
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text-align: center;
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| 24 |
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margin-bottom: 3rem;
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}
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.stButton button {
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background-color: #4CAF50;
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color: white;
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padding: 15px 32px;
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font-size: 1.2rem;
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| 31 |
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margin: 10px;
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| 32 |
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border-radius: 12px;
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| 33 |
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border: none;
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| 34 |
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cursor: pointer;
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| 35 |
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transition: background-color 0.3s ease;
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| 36 |
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}
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.stButton button:hover {
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background-color: #45a049;
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}
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| 40 |
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.section-title {
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| 41 |
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color: #fff;
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| 42 |
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font-size: 1.5rem;
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| 43 |
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margin-bottom: 1rem;
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| 44 |
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}
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| 45 |
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.section-description {
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| 46 |
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color: #ddd;
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| 47 |
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margin-bottom: 1.5rem;
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| 48 |
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}
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| 49 |
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</style>
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| 50 |
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""", unsafe_allow_html=True)
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# Main page content
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st.markdown("<h1 class='main-title'>🎨 AI Music and Image Generator</h1>", unsafe_allow_html=True)
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| 54 |
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st.markdown("<p class='subtitle'>Welcome to the AI Generator app! Use the navigation menu to switch between generating music or images based on text prompts.</p>", unsafe_allow_html=True)
|
| 55 |
+
|
| 56 |
+
# Brief description of each section
|
| 57 |
+
st.markdown("### Available Sections:")
|
| 58 |
+
col1, col2 = st.columns(2)
|
| 59 |
+
|
| 60 |
+
with col1:
|
| 61 |
+
st.markdown("<div class='section-title'>🎵 Music Generator</div>", unsafe_allow_html=True)
|
| 62 |
+
st.markdown("<div class='section-description'>Transform your ideas into music using AI.</div>", unsafe_allow_html=True)
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
with col2:
|
| 66 |
+
st.markdown("<div class='section-title'>🖼️ Image Generator</div>", unsafe_allow_html=True)
|
| 67 |
+
st.markdown("<div class='section-description'>Generate stunning images from your text descriptions.</div>", unsafe_allow_html=True)
|
| 68 |
+
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musicgen.py
ADDED
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@@ -0,0 +1,33 @@
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| 1 |
+
from transformers import AutoTokenizer, AutoModelForTextToWaveform
|
| 2 |
+
import torch
|
| 3 |
+
|
| 4 |
+
def init_musicgen(model_size='facebook/musicgen-small'):
|
| 5 |
+
"""
|
| 6 |
+
Initialize the MusicGen model and tokenizer.
|
| 7 |
+
"""
|
| 8 |
+
try:
|
| 9 |
+
tokenizer = AutoTokenizer.from_pretrained(model_size)
|
| 10 |
+
model = AutoModelForTextToWaveform.from_pretrained(model_size)
|
| 11 |
+
return tokenizer, model
|
| 12 |
+
except Exception as e:
|
| 13 |
+
print(f"Error loading model or tokenizer: {str(e)}")
|
| 14 |
+
raise e
|
| 15 |
+
|
| 16 |
+
def generate_music(text_prompt, tokenizer, model):
|
| 17 |
+
"""
|
| 18 |
+
Generate music based on the input text prompt using the pre-initialized model.
|
| 19 |
+
"""
|
| 20 |
+
print(f"Generating music for prompt: {text_prompt}")
|
| 21 |
+
|
| 22 |
+
# Tokenize the input text
|
| 23 |
+
inputs = tokenizer(text_prompt, return_tensors='pt')
|
| 24 |
+
|
| 25 |
+
# Check if inputs are valid
|
| 26 |
+
if 'input_ids' not in inputs or inputs['input_ids'] is None or inputs['input_ids'].size(0) == 0:
|
| 27 |
+
raise ValueError("Tokenized inputs are empty or invalid. Ensure your input prompt is valid.")
|
| 28 |
+
|
| 29 |
+
# Generate the music waveform
|
| 30 |
+
with torch.no_grad():
|
| 31 |
+
generated_waveform = model.generate(**inputs)
|
| 32 |
+
|
| 33 |
+
return generated_waveform.cpu().numpy().squeeze()
|