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Danil
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app.py
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import gradio as gr
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from transformers import MBartTokenizer, MBartForConditionalGeneration
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model_name = "IlyaGusev/mbart_ru_sum_gazeta"
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tokenizer = MBartTokenizer.from_pretrained(model_name)
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model = MBartForConditionalGeneration.from_pretrained(model_name)
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def summarize(text):
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input_ids = tokenizer.batch_encode_plus([text], return_tensors="pt", max_length=1024)["input_ids"].to(model.device)
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summary_ids = model.generate(input_ids=input_ids, no_repeat_ngram_size=4)
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return tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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gr.Interface(fn=summarize, inputs="text", outputs="text", description="Russian Summarizer").launch()
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