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Update app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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label = output[0]["label"]
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score = output[0]["score"]
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return label
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inputs="text",
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outputs="text",
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title="Flirty Classifier",
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description="Enter some text and get a prediction for whether it's flirty or not.").launch()
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import gradio as gr
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from transformers import pipeline
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classifier_model_name = "ieuniversity/flirty_classifier"
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paraphraser_model_name = "ieuniversity/flirty_paraphraser"
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classifier = pipeline("text-classification", model=classifier_model_name)
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paraphraser = pipeline("text2text-generation", model=paraphraser_model_name)
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def classify_and_paraphrase_text(text):
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classification_output = classifier(text)
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label = classification_output[0]["label"]
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score = classification_output[0]["score"]
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if label == "flirty":
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paraphrase_output = paraphraser(text, max_length=100, do_sample=True, temperature=0.8)
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paraphrase_text = paraphrase_output[0]["generated_text"]
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return f"This message seems flirty. Here's another suggestion: '{paraphrase_text}'"
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else:
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paraphrase_output = paraphraser(text, max_length=100, do_sample=True, temperature=0.8)
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paraphrase_text = paraphrase_output[0]["generated_text"]
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return f"This message doesn't seem flirty. How about: '{paraphrase_text}'?"
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gr.Interface(fn=classify_and_paraphrase_text,
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inputs="text",
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outputs="text",
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title="Flirty Classifier and Paraphraser",
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description="Enter some text and get a prediction for whether it's flirty or not. If it's not flirty, get a paraphrased suggestion.").launch()
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