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app.py
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from transformers import T5Tokenizer, T5Model, T5ForConditionalGeneration
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tokenizer_t5 = T5Tokenizer.from_pretrained("panggi/t5-base-indonesian-summarization-cased")
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model_t5 = T5ForConditionalGeneration.from_pretrained("panggi/t5-base-indonesian-summarization-cased")
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def summ_t5(text):
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input_ids = tokenizer.encode(text, return_tensors='pt')
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summary_ids = model_.generate(input_ids,
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max_length=100,
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num_beams=2,
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repetition_penalty=2.5,
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length_penalty=1.0,
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early_stopping=True,
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no_repeat_ngram_size=2,
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use_cache=True)
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summary_text = tokenizer_t5.decode(summary_ids[0], skip_special_tokens=True)
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return summary_text
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sentiment_demo = gr.Interface(
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fn=summ_t5,
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inputs="text",
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outputs="text")
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if __name__ == "__main__":
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Parallel(summ_demo,
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inputs=gr.Textbox(lines=10, label="Input Text", placeholder="Enter article here..."),
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title="Summary of Summarizer - Indonesia",
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examples=examples).launch()
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