thlanza commited on
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6d4145e
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1 Parent(s): 58878ea

Update resumo.py

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  1. resumo.py +38 -0
resumo.py CHANGED
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+ import streamlit as st
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+ from langchain.llms import HuggingFaceHub
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+ from transformers import T5Tokenizer
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+ from transformers import T5Model, T5ForConditionalGeneration
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+
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+
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+
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+ #Function to return the response
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+ def load_answer(question):
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+ token_name = 'unicamp-dl/ptt5-base-portuguese-vocab'
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+ model_name = 'phpaiola/ptt5-base-summ-xlsum'
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+ tokenizer = T5Tokenizer.from_pretrained(token_name )
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+ model_pt = T5ForConditionalGeneration.from_pretrained(model_name)
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+ inputs = tokenizer.encode(question, max_length=512, truncation=True, return_tensors='pt')
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+ summary_ids = model_pt.generate(inputs, max_length=256, min_length=32, num_beams=5, no_repeat_ngram_size=3, early_stopping=True)
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+ summary = tokenizer.decode(summary_ids[0])
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+ return summary
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+
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+ #App UI starts here
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+ st.set_page_config(page_title="Resumir", page_icon=":robot:")
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+ st.image("https://www.viajenaviagem.com/wp-content/uploads/2020/02/belo-horizonte-pampulha.jpg.webp", caption='Autoria de Thiago Lanza. Todos os direitos reservados')
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+ st.header("Resumo de frases")
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+ st.subheader("Digite uma frase para que seja resumida")
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+
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+ #Gets the user input
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+ def get_text():
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+ input_text = st.text_input("Sua frase em português: ", key="input")
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+ return input_text
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+
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+ user_input=get_text()
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+ response = load_answer(user_input)
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+
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+ submit = st.button('Resumir')
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+
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+ if submit:
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+
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+ st.subheader("Resumo:")
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+ st.write(response)