Krish623 commited on
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9d35eb6
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1 Parent(s): df392a4

Update app.py

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  1. app.py +16 -0
app.py CHANGED
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+ import gradio as gr
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+ from transformers import AutoModelForSequenceClassification, DistilBertTokenizerFast, pipeline
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+
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+ MODEL_ID = "Krish623/sentiment-model"
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+ tokenizer = DistilBertTokenizerFast.from_pretrained(MODEL_ID)
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+ model = AutoModelForSequenceClassification.from_pretrained(MODEL_ID)
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+ classifier = pipeline("text-classification", model=model, tokenizer=tokenizer, top_k=None)
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+
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+ def predict(text):
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+ results = classifier(text)
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+ scores = results[0] if isinstance(results[0], list) else results
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+ best = max(scores, key=lambda x: x["score"])
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+ return {"label": best["label"], "score": best["score"]}
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+
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+ demo = gr.Interface(fn=predict, inputs="text", outputs="json", title="Sentiment Analysis")
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+ demo.launch()