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import gradio as gr | |
from transformers import pipeline | |
RACISM_MODEL = "davidmasip/racism" | |
racism_analysis_pipe = pipeline("text-classification", | |
model=RACISM_MODEL, tokenizer=RACISM_MODEL) | |
def racism_analysis(text): | |
results = racism_analysis_pipe(text) | |
return results[0]["label"], round(results[0]["score"], 5) | |
gradio_ui = gr.Interface( | |
fn=racism_analysis, | |
title="Racism Detector (Spanish)", | |
description="Enter some text and check if model detects bullying.", | |
inputs=[ | |
gr.inputs.Textbox(lines=5, label="Paste some text here"), | |
], | |
outputs=[ | |
gr.outputs.Textbox(label="Label"), | |
gr.outputs.Textbox(label="Score"), | |
], | |
examples=[ | |
["Eres mas alto que un pino y mas tonto que un pepino!"], | |
["Que divertida"] | |
], | |
) | |
gradio_ui.launch() | |