franco1102
commited on
Commit
•
d300616
1
Parent(s):
829e3db
create app.py
Browse files
app.py
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import gradio as gr
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from transformers import pipeline
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trans = pipeline("automatic-speech-recognition", model = "facebook/wav2vec2-large-xlsr-53-spanish")
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classificador = pipeline("text-classification", model = "pysentimiento/robertuito-sentiment-analysis")
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def audio_a_texto(audio):
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text = trans(audio)['text']
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return text
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def texto_a_sentimiento(text):
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return classificador(text)[0]["label"]
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demo = gr.Blocks()
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with demo:
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gr.Markdown("Second demo with Blocks")
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with gr.Tabs():
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with gr.TabItem("Transcribe audio"):
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with gr.Row():
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audio = gr.Audio(source="microphone", type = "filepath")
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transcription = gr.Textbox()
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b1 = gr.Button("Transcribe Audio")
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#b1.click(fn=)
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with gr.TabItem("Sentiment Analysis"):
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with gr.Row():
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text = gr.Textbox()
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label = gr.Label()
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b2 = gr.Button('Classify')
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b1.click(audio_a_texto, inputs = audio, outputs = transcription)
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b2.click(texto_a_sentimiento, inputs = text, outputs = label)
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demo.launch()
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