Upload 2 files
Browse files- app.py +44 -0
- requirements.txt +8 -0
app.py
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import gradio as gr
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from transformers import pipeline
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# Load the paraphrase model
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model_name = "AventIQ-AI/t5-paraphrase-generation"
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paraphrase_pipeline = pipeline("text2text-generation", model=model_name)
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def generate_paraphrase(text, max_length, temperature):
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"""Generate a paraphrased version of the input text."""
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if not text.strip():
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return "⚠️ Please enter some text to paraphrase."
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result = paraphrase_pipeline(
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text,
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max_length=max_length,
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temperature=temperature, # Adds randomness to prevent repetition
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top_k=50, # Consider top-k tokens for variation
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do_sample=True # Enable sampling
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)
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return result[0]["generated_text"]
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# Define Gradio Interface
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description = """
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## ✨ AI Paraphrasing Tool
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Enter a sentence and let AI generate a paraphrased version!
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- Adjust **max length** for longer outputs.
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- Tune **temperature** for more creative results.
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"""
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demo = gr.Interface(
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fn=generate_paraphrase,
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inputs=[
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gr.Textbox(label="Enter text", placeholder="Type a sentence to paraphrase..."),
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gr.Slider(20, 100, value=50, step=5, label="Max Output Length"),
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gr.Slider(0.5, 1.5, value=1.0, step=0.1, label="Creativity (Temperature)"),
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],
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outputs=gr.Textbox(label="Paraphrased Text"),
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title="📝 AI Paraphraser",
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description=description,
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theme="huggingface",
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live=True,
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)
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demo.launch()
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requirements.txt
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torch
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transformers
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gradio
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sentencepiece
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torchvision
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huggingface_hub
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pillow
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numpy
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