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Update app.py
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app.py
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import gradio as gr
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import torch
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import torchaudio
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from speechbrain.inference.enhancement import SpectralMaskEnhancement
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from speechbrain.inference.separation import SepformerSeparation as separator
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# Load the enhancement model
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model = separator.from_hparams(
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# Define the enhancement function
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def enhance_audio(noisy_audio):
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# Load and add a batch dimension to the audio tensor
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noisy = model.load_audio(
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# Enhance the audio
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enhanced = model.enhance_batch(noisy, lengths=torch.tensor([1.0]))
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# Save enhanced audio to a
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enhanced_path = "enhanced.wav"
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torchaudio.save(enhanced_path, enhanced.cpu(), 16000)
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return enhanced_path
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# Create the Gradio interface
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import gradio as gr
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import torch
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import torchaudio
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from speechbrain.inference.separation import SepformerSeparation as separator
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import os
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# Load the enhancement model
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model = separator.from_hparams(
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# Define the enhancement function
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def enhance_audio(noisy_audio):
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# Convert MP3 to WAV
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wav_audio = "temp_audio.wav"
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torchaudio.save(wav_audio, *torchaudio.load(noisy_audio))
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# Load and add a batch dimension to the audio tensor
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noisy = model.load_audio(wav_audio).unsqueeze(0)
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# Enhance the audio
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enhanced = model.enhance_batch(noisy, lengths=torch.tensor([1.0]))
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# Save enhanced audio to a file
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enhanced_path = "enhanced.wav"
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torchaudio.save(enhanced_path, enhanced.cpu(), 16000)
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# Clean up the temporary audio file
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os.remove(wav_audio)
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return enhanced_path
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# Create the Gradio interface
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