import gradio as gr from transformers import pipeline # โหลด pipeline pii_detector = pipeline("token-classification", model="iiiorg/piiranha-v1-detect-personal-information", aggregation_strategy="simple") def detect_pii(text): results = pii_detector(text) return results def create_personal_info_tab(): with gr.Column(): gr.Markdown("### Detect Personal Information (PII)") textbox = gr.Textbox(label="Enter text", lines=5) output = gr.JSON(label="Detected Entities") textbox.change(fn=detect_pii, inputs=textbox, outputs=output)