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app.py
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import gradio as gr
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import torch
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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tokenizer = AutoTokenizer.from_pretrained("Armandoliv/t5-small-summarizer-scitldr")
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model = AutoModelForSeq2SeqLM.from_pretrained("Armandoliv/t5-small-summarizer-scitldr")
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device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
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model = model.to(device)
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def main_summarizer(text):
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max_input_length = 1024
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preprocess_text = text.strip().replace("\n"," ").replace("’", "'").strip()
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tokenized_text = tokenizer.encode(preprocess_text, return_tensors="pt", truncation=True, max_length=max_input_length,).to(device)
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summary_ids = model.generate(
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tokenized_text,
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max_length=256,
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num_beams=8,
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repetition_penalty=3.0,
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length_penalty=2.5,
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early_stopping=False
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)
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output = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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return output
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inputs = [gr.Textbox(lines=10, placeholder="Text Here...", label="Input")]
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outputs = gr.Text( label="Summary")
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title="Text summarisation app"
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description = "This demo uses AI Models to summarize long text.\nIt focus on scientific texts."
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io = gr.Interface(fn=main_summarizer, inputs=inputs, outputs=outputs, title=title, description = description,
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css= """.gr-button-primary { background: -webkit-linear-gradient(
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90deg, #355764 0%, #55a8a1 100% ) !important; background: #355764;
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background: linear-gradient(
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90deg, #355764 0%, #55a8a1 100% ) !important;
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background: -moz-linear-gradient( 90deg, #355764 0%, #55a8a1 100% ) !important;
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background: -webkit-linear-gradient(
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90deg, #355764 0%, #55a8a1 100% ) !important;
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color:white !important}"""
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)
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io.launch()
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