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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("Gradio + Blocks + TabItem")
with gr.Tabs():
with gr.TabItem("Transcribe audio en espanol"):
with gr.Row():
audio=gr.Audio(sources="microphone",type="filepath")
transcripcion=gr.Textbox()
b1=gr.Button("Transcribe")
with gr.TabItem("Analisis de sentimiento en espanol"):
with gr.Row():
text=gr.Textbox()
label=gr.Label()
b2=gr.Button("Sentimiento")
b1.click(audio2text,inputs=audio,outputs=transcripcion)
b2.click(text2sentiment,inputs=text,outputs=label)
demo.launch() |