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import gradio as gr
from transformers import pipeline
trans=pipeline("automatic-speech-recognition",model="facebook/wav2vec2-large-xlsr-53-spanish")
clasificador=pipeline("text-classification",model="pysentimiento/robertuito-sentiment-analysis")
def audio2text(audio):
text = trans(audio)["text"]
return text
def text2sentiment(text):
return clasificador(text)[0]["label"]
demo=gr.Blocks()
with demo:
gr.Markdown("Audio 2 Text 2 Sentiment")
audio=gr.Audio(sources="microphone",type="filepath")
texto=gr.Textbox()
b1=gr.Button("Transcribe")
b1.click(audio2text,inputs=audio,outputs=texto)
label=gr.Label()
b2=gr.Button("Clasifica el sentimiento")
b2.click(text2sentiment,inputs=texto,outputs=label)
demo.launch()