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create app.py
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app.py
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import ssl
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ssl._create_default_https_context = ssl._create_unverified_context
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import gradio as gr
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import wespeaker
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STYLE = """
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" integrity="sha256-YvdLHPgkqJ8DVUxjjnGVlMMJtNimJ6dYkowFFvp4kKs=" crossorigin="anonymous">
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"""
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OUTPUT_OK = (STYLE + """
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<div class="container">
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<div class="row"><h1 style="text-align: center">The speakers are</h1></div>
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<div class="row"><h1 class="display-1 text-success" style="text-align: center">{:.1f}%</h1></div>
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<div class="row"><h1 style="text-align: center">similar</h1></div>
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<div class="row"><h1 class="text-success" style="text-align: center">Welcome, brother!</h1></div>
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</div>
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""")
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OUTPUT_FAIL = (STYLE + """
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<div class="container">
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<div class="row"><h1 style="text-align: center">The speakers are</h1></div>
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<div class="row"><h1 class="display-1 text-danger" style="text-align: center">{:.1f}%</h1></div>
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<div class="row"><h1 style="text-align: center">similar</h1></div>
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<div class="row"><h1 class="text-danger" style="text-align: center">Warning! stranger!</h1></div>
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</div>
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""")
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OUTPUT_ERROR = (STYLE + """
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<div class="container">
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<div class="row"><h1 style="text-align: center">Input Error</h1></div>
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<div class="row"><h1 class="text-danger" style="text-align: center">{}!</h1></div>
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</div>
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""")
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cn_model = wespeaker.load_model("chinese")
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en_model = wespeaker.load_model("english")
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def speaker_verification(audio_path1, audio_path2, lang='CN'):
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if audio_path1 == None or audio_path2 == None:
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output = OUTPUT_ERROR.format('Please enter two audios')
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return output
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if lang == 'EN':
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model = en_model
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elif lang == 'CN':
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model = cn_model
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else:
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output = OUTPUT_ERROR.format('Please select a language')
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return output
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cos_score = model.compute_similarity(audio_path1, audio_path2)
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if cos_score >= 0.83:
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output = OUTPUT_OK.format(cos_score * 100)
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else:
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output = OUTPUT_FAIL.format(cos_score * 100)
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return output
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# input
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inputs = [
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gr.inputs.Audio(source="microphone",
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type="filepath",
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optional=True,
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label='Speaker#1'),
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gr.inputs.Audio(source="microphone",
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type="filepath",
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optional=True,
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label='Speaker#2'),
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gr.Radio(['EN', 'CN'], label='Language'),
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]
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output = gr.outputs.HTML(label="")
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# description
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description = ("<p>VoicePrint Demo ! Note: We recommend that the audio length be greater than 2s !</p>")
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examples = [
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['examples/BAC009S0764W0228.wav', 'examples/BAC009S0764W0328.wav', 'CN'],
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['examples/BAC009S0913W0133.wav', 'examples/BAC009S0764W0228.wav', 'CN'],
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['examples/00001_spk1.wav', 'examples/00003_spk2.wav', 'EN'],
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['examples/00010_spk2.wav', 'examples/00024_spk1.wav', 'EN'],
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['examples/00001_spk1.wav', 'examples/00024_spk1.wav', 'EN'],
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['examples/00010_spk2.wav', 'examples/00003_spk2.wav', 'EN'],
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]
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interface = gr.Interface(
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fn=speaker_verification,
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inputs=inputs,
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outputs=output,
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title="VoicePrint Recognition-声纹识别",
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description=description,
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examples=examples,
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theme="huggingface",
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)
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interface.launch(enable_queue=True,server_name="0.0.0.0",server_port=10001)
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