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Create app.py

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  1. app.py +110 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import AutoProcessor, MusicgenForConditionalGeneration
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+ import scipy.io.wavfile
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+ import openai
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+ import torch
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+
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+
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+ # Streamlit app setup
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+ st.set_page_config(
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+ page_icon="https://soundboard.bilsimaging.com/faviconbilsimaging.png",
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+ layout="wide",
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+ page_title="Radio Imaging Audio Generator Beta 0.1",
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+ initial_sidebar_state="expanded",
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+ )
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+
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+ # App Header
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+ st.markdown("""
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+ <h1 style=''>Radio Imaging Audio Generator
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+ <span style='font-size: 24px; color: #FDC74A;'>Beta 0.1</span></h1>
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+ """, unsafe_allow_html=True)
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+ st.write("Welcome to the Radio Imaging & MusicGen AI audio generator. Easily create unique audio for your radio imaging projects or for music creation using cutting-edge AI technology.")
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+ st.markdown("---")
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+
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+ # Instructions Section
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+ with st.expander("πŸ“˜ How to Use This Web App"):
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+ st.markdown("""
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+ 1. **Enter OpenAI API Key**: Provide your API key in the sidebar to access the GPT model.
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+ 2. **Select GPT Model**: Choose the desired model, such as `gpt-3.5-turbo-16k`.
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+ 3. **Write a Description**: Provide a detailed description of your desired audio.
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+ 4. **Generate and Review the Prompt**: Generate a description and review the output.
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+ 5. **Generate Audio**: Use the description to create your audio file.
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+ 6. **Playback and Download**: Listen to or download the generated audio.
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+ """)
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+
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+ # Sidebar Inputs
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+ with st.sidebar:
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+ openai_api_key = st.text_input("πŸ”‘ OpenAI API Key", type="password", help="Enter your OpenAI API key.")
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+ st.caption("Need an API key? Get one [here](https://platform.openai.com/account/api-keys).")
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+ model = st.selectbox("πŸ›  Choose GPT Model", options=("gpt-3.5-turbo", "gpt-3.5-turbo-16k"))
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+
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+ # Prompt Input
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+ st.markdown("## ✍🏻 Write Your Description")
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+ prompt = st.text_area(
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+ "Describe the audio you'd like to generate.",
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+ help="Include details like mood, instruments, style, or purpose (e.g., calm background music for a morning show)."
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+ )
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+
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+ # Generate Prompt
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+ if st.button("πŸ“„ Generate Prompt"):
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+ if not openai_api_key.strip() or not prompt.strip():
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+ st.error("Please provide both an OpenAI API key and a description.")
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+ else:
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+ with st.spinner("Generating your prompt... Please wait."):
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+ try:
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+ # Create a prompt and get response from OpenAI
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+ full_prompt = {"role": "user", "content": f"Describe a radio imaging audio piece based on: {prompt}"}
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+ response = openai.ChatCompletion.create(model=model, messages=[full_prompt], api_key=openai_api_key)
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+ descriptive_text = response.choices[0].message['content'].strip()
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+
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+ # Append a credit line
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+ descriptive_text += "\n\nΒ© Created using Radio Imaging Audio Generator by Bilsimaging"
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+
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+ # Save to session state
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+ st.session_state['generated_prompt'] = descriptive_text
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+ st.success("Prompt successfully generated!")
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+ st.write(descriptive_text)
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+ st.download_button("πŸ“₯ Download Prompt", descriptive_text, file_name="generated_prompt.txt")
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+ except Exception as e:
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+ st.error(f"Error while generating prompt: {e}")
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+
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+ st.markdown("---")
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+
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+ # Cache Model Loading
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+ @st.cache_resource
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+ def load_model():
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+ """Load and cache the MusicGen model and processor."""
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+ model = MusicgenForConditionalGeneration.from_pretrained("facebook/musicgen-small")
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+ processor = AutoProcessor.from_pretrained("facebook/musicgen-small")
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+ return model, processor
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+
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+ # Generate Audio
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+ if st.button("β–Ά Generate Audio"):
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+ if 'generated_prompt' not in st.session_state or not st.session_state['generated_prompt']:
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+ st.error("Please generate and approve a prompt before creating audio.")
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+ else:
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+ descriptive_text = st.session_state['generated_prompt']
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+ with st.spinner("Generating your audio... This might take a few moments."):
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+ try:
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+ # Load model and processor
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+ musicgen_model, processor = load_model()
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+
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+ # Generate audio from the prompt
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+ inputs = processor(text=[descriptive_text], padding=True, return_tensors="pt")
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+ audio_values = musicgen_model.generate(**inputs, max_new_tokens=512)
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+ sampling_rate = musicgen_model.config.audio_encoder.sampling_rate
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+
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+ # Save and display the audio
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+ audio_filename = "Bilsimaging_radio_imaging_output.wav"
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+ scipy.io.wavfile.write(audio_filename, rate=sampling_rate, data=audio_values[0, 0].numpy())
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+ st.success("Audio successfully generated!")
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+ st.audio(audio_filename)
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+ except Exception as e:
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+ st.error(f"Error while generating audio: {e}")
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+
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+ # Footer Section
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+ st.markdown("---")
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+ st.markdown("""
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+ βœ”οΈ Made with ❀️ by [Bilsimaging](https://bilsimaging.com). Your feedback and support help us grow!
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+ """)
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+ st.markdown("<style>#MainMenu {visibility: hidden;} footer {visibility: hidden;}</style>", unsafe_allow_html=True)