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import gradio as gr
from inference import model
def predict_intent(text):
result = model.predict(text)
return f"Intent: {result['intent']}\nConfidence: {result['confidence']}\nOOS Score: {result['oos_score']:.3f}"
iface = gr.Interface(
fn=predict_intent,
inputs=gr.Textbox(lines=2, placeholder="Enter a sentence...", value="Do you know Roger?"),
outputs="text",
title="Intent Classifier & OOS Detector",
description="""
<span style="font-size: 18px;">Type a sentence and get its predicted intent or detect if it's out-of-scope.</span>
Supported intents include (not exhaustive): `weather`, `translate`, `play_music`,...
The output will include:
- The predicted intent (or `"oos"` if out-of-scope),
- The confidence score of the predicted intent (or `None` if out-of-scope),
- The OOS score (higher = more likely to be out-of-scope).
π¬π§ This model was trained on English-only data.
"""
)
iface.launch() |