nurindahpratiwi commited on
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f05d2a8
1 Parent(s): a6ff6ac

Add application file

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  1. app.py +23 -0
app.py ADDED
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+ # Import library yang dibutuhkan
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+ import streamlit as st
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+ from transformers import pipeline
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+
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+ # Buat title pada web apps
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+ st.title("Sentiment Analysis App")
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+ st.markdown("You can input 8 different language: arabic, englisg, french, german, hindi, italian, portuguese, and spanish")
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+
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+ # Buat text input dari user
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+ text = st.text_input("Enter text here", "I like langing academy course")
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+
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+ # Buat variabel pipeline yang berisi model
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+ pipeline = pipeline(task='text-classification', model='cardiffnlp/twitter-xlm-roberta-base-sentiment-multilingual')
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+
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+ # Buat button predict
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+ if st.button("Predict"):
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+ result = pipeline(text)[0] # Menyimpan nilai predict pada variabel result
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+ sentiment = result['label'] # Menyimpan nilai label pada variabel sentiment
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+ score = result['score'] # Menyimpan nilai confidence score pada variabel score
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+ st.write(f"Sentiment: {sentiment}")
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+ # Jika score ada nilainya maka tampilkan scorenya
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+ if score is not None:
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+ st.write(f"Score: {score}")