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Merge pull request #8 from joulammous/milestone-2
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app.py
CHANGED
@@ -7,25 +7,31 @@ from transformers import pipeline
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# Milestone 2
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#
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sentiment_pipeline = pipeline("sentiment-analysis", model = "siebert/sentiment-roberta-large-english")
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# intro
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st.title("Sentiment Analysis App")
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st.write("Enter some text and I'll predict its sentiment!")
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# add a text input box
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text_input = st.text_input("Enter your text here:", value = "The weather is nice today.")
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# run the model when the user clicks submit
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if st.button("Submit"):
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# get result
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sentiment = sentiment_pipeline(text_input)
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# split into sentiment and score
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sen = sentiment[0]['label']
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score = round(sentiment[0]['score'], 4)
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#
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st.write(f"Sentiment: {sen} , Confidence Score: {score}")
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# Milestone 2
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# title
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st.title("Sentiment Analysis App")
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st.write("Enter some text and I'll predict its sentiment!")
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# add a text input box
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text_input = st.text_input("Enter your text here:", value = "The weather is nice today.")
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# use a select box for pretrained models
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option = st.selectbox(
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"Select a pretrained model for sentiment analysis",
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("siebert/sentiment-roberta-large-english", "yiyanghkust/finbert-tone", "finiteautomata/bertweet-base-sentiment-analysis"))
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# display selection
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st.write("You selected:", option)
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# run pipeline
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sentiment_pipeline = pipeline("sentiment-analysis", model = option)
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# run the model when the user clicks submit
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if st.button("Submit"):
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sentiment = sentiment_pipeline(text_input)
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# split into sentiment and score
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sen = sentiment[0]['label']
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score = round(sentiment[0]['score'], 4)
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# get results
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st.write(f"Sentiment: {sen} , Confidence Score: {score}")
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