Pyamas commited on
Commit
a19272e
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1 Parent(s): cf32a14

Add model files

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  1. app.py +23 -0
app.py CHANGED
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+ import streamlit as st
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+ from transformers import AutoTokenizer, AutoModelForSequenceClassification
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+ import torch
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+
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+ model_name = "."
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ model = AutoModelForSequenceClassification.from_pretrained(model_name)
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+
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+ st.title("Sentiment Classifier")
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+
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+ user_input = st.text_input("Enter text to classify:")
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+
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+ if st.button("Classify"):
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+ if user_input:
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+ inputs = tokenizer(user_input, return_tensors="pt")
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+ with torch.no_grad():
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+ outputs = model(**inputs)
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+ probs = outputs.logits.softmax(dim=-1).tolist()[0]
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+
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+ st.write(f"Positive: {probs[1]:.4f}")
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+ st.write(f"Negative: {probs[0]:.4f}")
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+ else:
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+ st.write("Please enter some text to classify.")