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prd101-wd/model_testing

sourceHugging Facemitupdated 1y agoView on Hugging Face
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streamlit_app.py23 linesDownload Raw Back to src
1import streamlit as st2from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline3 4# Load model and tokenizer5model_name = "prd101-wd/phi1_5-sentiment-merged"6tokenizer = AutoTokenizer.from_pretrained(model_name)7model = AutoModelForSequenceClassification.from_pretrained(model_name)8 9# Create a pipeline10classifier = pipeline("text-classification", model=model, tokenizer=tokenizer)11 12# Streamlit UI13st.title("Sentiment Classifier")14 15text = st.text_area("Enter text to classify:")16 17if st.button("Classify"):18    if text.strip():19        result = classifier(text)[0]20        st.markdown(f"**Label:** {result['label']}  \n**Score:** {result['score']:.4f}")21    else:22        st.warning("Please enter some text.")23