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14efd23
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  1. app.py +14 -0
  2. requirements.txt +4 -0
app.py ADDED
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+ from transformers import PegasusForConditionalGeneration, PegasusTokenizer
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+ import gradio as grad
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+ mdl_name = "google/pegasus-xsum"
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+ pegasus_tkn = PegasusTokenizer.from_pretrained(mdl_name)
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+ mdl = PegasusForConditionalGeneration.from_pretrained(mdl_name)
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+
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+ def summarize(text):
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+ tokens = pegasus_tkn(text, truncation=True, padding="longest", return_tensors="pt")
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+ translated_txt = mdl.generate(**tokens,num_return_sequences=5,max_length=200,temperature=1.5,num_beams=10)
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+ response = pegasus_tkn.batch_decode(translated_txt, skip_special_tokens=True)
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+ return response
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+ txt=grad.Textbox(lines=10, label="English", placeholder="English Text here")
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+ out=grad.Textbox(lines=10, label="Summary")
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+ grad.Interface(summarize, inputs=txt, outputs=out).launch()
requirements.txt ADDED
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+ gradio
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+ transformers
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+ torch
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+ transformers[sentencepiece]