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import streamlit as st
import sys
import subprocess
def install(package):
subprocess.check_call([sys.executable, "-m", "pip", "install", package])
st.title("Personality Prediction App")
try:
from transformers import pipeline
except ImportError:
st.warning("The transformers library is not installed. Attempting to install it now...")
install('transformers')
st.experimental_rerun()
# Rest of your code here...
@st.cache_resource
def load_model():
return pipeline("text-classification", model="KevSun/Personality_LM")
model = load_model()
st.write("Enter your text below to predict personality traits:")
user_input = st.text_area("Your text here:")
if st.button("Predict"):
if user_input:
with st.spinner("Analyzing..."):
result = model(user_input)
st.subheader("Predicted personality traits:")
for trait in result:
st.write(f"- {trait['label']}: {trait['score']:.2f}")
else:
st.warning("Please enter some text to analyze.")
st.info("Note: This is a demonstration and predictions may not be entirely accurate.") |