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app.py
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import gradio as gr
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with gr.Blocks() as demo:
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gr.Markdown(
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"""
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# Bundesagentur für Arbeit - Demo zur automatisierten E-Mail Klassifizierung
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Diese Demo verwendet künstliche Intelligenz, um automatisiert die Ansicht einer E-Mail zu klassifizieren und an die entsprechende Stelle weiterzuleiten.
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"""
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)
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with gr.Row():
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with gr.Column():
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gr.Markdown("## Eingabe der E-Mail")
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subject_textbox = gr.Textbox(placeholder="Bitte hier ihren Betreff eingeben...", label="E-Mail Betreff")
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gr.Row()
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body_textbox = gr.Textbox(placeholder="Bitte hier ihre E-Mail eingeben...", label="E-Mail Inhalt")
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with gr.Column():
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gr.Markdown("## Ergebnis der E-Mail Klassifizierung")
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output_full_label = gr.Label(label="Gesamtklassifizierung", num_top_classes=5, show_label=False)
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with gr.Row():
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output_subject_label = gr.Textbox(label="Klassifizierung - Betreff")
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output_body_label = gr.Textbox(label="Klassifizierung - E-Mail")
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output_ner_text = gr.HighlightedText(label="Named Entity Recognition")
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btn_submit = gr.Button(value="Ausführen")
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btn_submit.click(perform_prediction, inputs=[subject_textbox, body_textbox], outputs=[output_full_label, output_subject_label, output_body_label, output_ner_text])
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btn_clear = gr.Button(value="Zurücksetzen")
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btn_clear.click(
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lambda: [c.update(value=None) for c in [subject_textbox, body_textbox, output_full_label, output_subject_label, output_body_label, output_ner_text]],
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inputs=[],
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outputs=[subject_textbox, body_textbox, output_full_label, output_subject_label, output_body_label, output_ner_text]
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)
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gr.Examples(examples=examples, inputs=[subject_textbox, body_textbox], label="Beispiele")
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