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create app.py
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app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, pipeline
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# Load model
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model_name = "Manish014/review-summariser-gpt-config1"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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summarizer = pipeline("summarization", model=model, tokenizer=tokenizer)
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# Define Gradio UI
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def summarize_review(review):
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if not review.strip():
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return "Please enter a review."
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output = summarizer(review, max_length=60, min_length=10, do_sample=False)
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return output[0]["summary_text"]
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examples = [
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["This is the worst coffee maker I’ve ever used. It leaks water everywhere, the buttons barely work, and the brew tastes like plastic."],
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["Great product! Easy to use, super fast delivery, and the quality is outstanding. Highly recommend!"],
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["Battery life is average but display quality and sound are top-notch."],
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["Not worth the money. Poor customer service and the build feels cheap."]
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]
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demo = gr.Interface(
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fn=summarize_review,
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inputs=gr.Textbox(lines=6, placeholder="Paste a product review here..."),
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outputs="text",
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examples=examples,
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title="Review Summariser GPT",
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description="Enter a product review to get a helpful summary using Config1 fine-tuned T5-small model."
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)
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demo.launch()
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