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Browse files- app.py +24 -14
- requirements.txt +1 -1
app.py
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import gradio as gr
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import numpy as np
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import
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import librosa
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import librosa.display
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def plot_stft(audio_file):
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# Load audio file
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y, sr = librosa.load(audio_file)
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# Compute the
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D = librosa.stft(y)
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S_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)
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#
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librosa.
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plt.colorbar(format='%+2.0f dB')
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plt.title('STFT (Short-Time Fourier Transform)')
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#
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# Gradio interface
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demo = gr.Interface(fn=plot_stft,
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inputs=gr.Audio(type="filepath"),
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outputs="
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demo.launch()
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import gradio as gr
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import numpy as np
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import plotly.graph_objects as go
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import librosa
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def plot_stft(audio_file):
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# Load the audio file
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y, sr = librosa.load(audio_file)
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# Compute the STFT
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D = librosa.stft(y)
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S_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)
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# Generate time and frequency axes
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times = librosa.times_like(S_db)
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freqs = librosa.fft_frequencies(sr=sr)
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# Create Plotly figure
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fig = go.Figure(data=go.Heatmap(
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z=S_db,
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x=times,
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y=freqs,
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colorscale='Viridis'
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))
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# Update layout for better visualization
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fig.update_layout(
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title="STFT (Short-Time Fourier Transform)",
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xaxis_title="Time (s)",
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yaxis_title="Frequency (Hz)",
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yaxis_type="log"
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)
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# Return the HTML representation of the plot
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return fig.to_html()
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# Gradio interface
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demo = gr.Interface(fn=plot_stft,
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inputs=gr.Audio(type="filepath"),
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outputs="html")
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demo.launch()
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requirements.txt
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librosa
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plotly
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librosa
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