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Parent(s):
68f3ef1
dependencies
Browse files
app.py
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from transformers import AutoProcessor, MusicgenForConditionalGeneration
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import scipy
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import streamlit as st
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BASE_MODEL = "facebook/musicgen-small"
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processor = AutoProcessor.from_pretrained(BASE_MODEL)
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model = MusicgenForConditionalGeneration.from_pretrained(BASE_MODEL)
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def generate_audio(text):
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inputs = processor(
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text=[text],
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padding=True,
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return_tensors="pt",
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)
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audio_values = model.generate(**inputs, do_sample=True, guidance_scale=3, max_new_tokens=256)
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cleaned_text = text.replace(" ", "_")
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sampling_rate = model.config.audio_encoder.sampling_rate
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scipy.io.wavfile.write(f'${cleaned_text}.wav', rate=sampling_rate, data=audio_values[0, 0].numpy())
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return f'${cleaned_text}.wav'
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# Streamlit app title and description
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st.title("Text-to-Audio Generation")
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# User input for text prompt
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text = st.text_area("Enter Text Prompt:")
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# Generate audio when the user clicks the button
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if st.button("Generate Audio"):
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if text:
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# Generate audio using the ModelManager
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audio_file_path = generate_audio(text)
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# Display the audio player
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audio_data = open(audio_file_path, "rb").read()
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st.audio(audio_data, format="audio/wav")
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# Provide a download link for the audio file
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st.write("Audio Generated Successfully!")
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st.success(f"Download the audio file [here](/{audio_file_path}).")
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else:
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st.warning("Please enter a text prompt.")
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