Ryan Shrott commited on
Commit ·
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Parent(s):
Initial commit
Browse files- gradio_app.py +24 -0
- requirements.txt +2 -0
gradio_app.py
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import gradio as gr
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from transformers import pipeline, AutoTokenizer, AutoModelForSeq2SeqLM
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model_name = "t5-base"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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summarization = pipeline("summarization", model=model, tokenizer=tokenizer)
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def generate_summary(text):
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summary = summarization(text, max_length=100, min_length=25, do_sample=False)
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return summary[0]["summary_text"]
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input_text = gr.inputs.Textbox(lines=5, placeholder="Enter your text here...")
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output_text = gr.outputs.Textbox(label="Summary")
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iface = gr.Interface(
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fn=generate_summary,
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inputs=input_text,
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outputs=output_text,
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title="Text Summarization",
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description="Enter your text and get a summary using the Hugging Face T5 model.",
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)
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iface.launch(share=True) # Set share=True to get a public link to share the app.
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requirements.txt
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gradio==2.3.8
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transformers==4.12.2
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