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import streamlit as st | |
import torch | |
import plotly.express as px | |
from transformers import AutoTokenizer, AutoModelForSequenceClassification | |
deftxt = "I hate you cancerous insects so much" | |
txt = st.text_area('Text to analyze', deftxt) | |
# load tokenizer and model weights | |
tokenizer = AutoTokenizer.from_pretrained("s-nlp/roberta_toxicity_classifier") | |
model = AutoModelForSequenceClassification.from_pretrained("s-nlp/roberta_toxicity_classifier") | |
# prepare the input | |
batch = tokenizer.encode('txt', return_tensors='pt') | |
# inference | |
result = model(batch) | |
print([d["text"] for d in result]) | |
["Toxic", "Non-toxic"] | |
#fig = px.bar(result, x="", y="", orientation='h') | |
#fig.show() | |