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Update app.py for improved UI
Browse files- app.py +25 -0
- requirements.txt +5 -0
app.py
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import streamlit as st
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from transformers import pipeline
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# Title of the app
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st.title("Sentiment Analysis App") #Sets the title of the Streamlit app to "Sentiment Analysis App".
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# Input text from the user
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user_input = st.text_area("Enter text to analyze") #Creates a text area where users can input the text they want to analyze.
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# Select pretrained model
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#distilbert-base-uncased-finetuned-sst-2-english: A DistilBERT model fine-tuned for sentiment analysis on the SST-2 dataset.
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#nlptown/bert-base-multilingual-uncased-sentiment: A BERT model trained for sentiment analysis on multiple languages.
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model_name = st.selectbox("Select a pretrained model", ["distilbert-base-uncased-finetuned-sst-2-english", "nlptown/bert-base-multilingual-uncased-sentiment"]) #Provides a dropdown menu for users to select a pretrained model provided by the HuggingFace Transformers library
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# Initialize the sentiment analysis pipeline
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sentiment_analysis = pipeline("sentiment-analysis", model=model_name,device=-1) #Initializes the sentiment analysis pipeline using the selected model.
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# Perform sentiment analysis when the button is clicked
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if st.button("Analyze"): #reates a button labeled "Analyze". When clicked, it triggers the sentiment analysis.
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if user_input:
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results = sentiment_analysis(user_input) #If text is entered, the sentiment analysis pipeline processes the text
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st.write(results) #results are displayed
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else:
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st.write("Please enter some text to analyze") #If no text is entered, a message prompting the user to enter some text is displayed
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requirements.txt
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streamlit
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transformers
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torch
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torchaudio
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torchvision
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