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Duplicate from Kevin676/Speechbrain-Speech-enhancement
Browse filesCo-authored-by: Kevin Wang <[email protected]>
- .gitattributes +27 -0
- README.md +38 -0
- app.py +28 -0
- requirements.txt +2 -0
- samples_audio_samples_example_fr.wav +0 -0
.gitattributes
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README.md
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---
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title: Speechbrain Speech Enhancement
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emoji: 👁
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colorFrom: gray
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colorTo: pink
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sdk: gradio
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app_file: app.py
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pinned: false
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duplicated_from: Kevin676/Speechbrain-Speech-enhancement
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---
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# Configuration
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`title`: _string_
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Display title for the Space
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`emoji`: _string_
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Space emoji (emoji-only character allowed)
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`colorFrom`: _string_
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Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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`colorTo`: _string_
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Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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`sdk`: _string_
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Can be either `gradio` or `streamlit`
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`sdk_version` : _string_
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Only applicable for `streamlit` SDK.
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See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
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`app_file`: _string_
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Path to your main application file (which contains either `gradio` or `streamlit` Python code).
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Path is relative to the root of the repository.
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`pinned`: _boolean_
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Whether the Space stays on top of your list.
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app.py
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import torch
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import torchaudio
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from speechbrain.pretrained import SpectralMaskEnhancement
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import gradio as gr
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enhance_model = SpectralMaskEnhancement.from_hparams(
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source="speechbrain/metricgan-plus-voicebank",
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savedir="pretrained_models/metricgan-plus-voicebank",
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)
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def speechbrain(aud):
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# Load and add fake batch dimension
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noisy = enhance_model.load_audio(
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aud
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).unsqueeze(0)
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enhanced = enhance_model.enhance_batch(noisy, lengths=torch.tensor([1.]))
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torchaudio.save('enhanced.wav', enhanced.cpu(), 16000)
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return 'enhanced.wav'
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inputs = gr.Audio(label="Input Audio", type="filepath")
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outputs = gr.Audio(label="Output Audio", type="filepath")
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title = "Speechbrain Speech Enhancement"
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description = "Gradio demo for Speech enhancement with SpeechBrain. To use it, simply upload your audio, or click one of the examples to load them. Read more at the links below."
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article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2104.03538' target='_blank'>MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement</a> | <a href='https://github.com/speechbrain/speechbrain' target='_blank'>Github Repo</a></p>"
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examples = [
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['samples_audio_samples_example_fr.wav']
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]
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gr.Interface(speechbrain, inputs, outputs, title=title, description=description, article=article, examples=examples).launch()
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requirements.txt
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speechbrain
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torchaudio
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samples_audio_samples_example_fr.wav
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Binary file (227 kB). View file
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