Create app.py

app.py

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+import streamlit as st
+from bertopic import BERTopic
+
+# Load the trained BERTopic model
+model_path = "TarekAi/ArBERTopic"
+topic_model = BERTopic.load(model_path)
+
+# Streamlit app
+st.title("BERTopic Inference")
+st.write("Enter a single idea to get the predicted topic and its probabilities.")
+
+document = st.text_area("Enter your idea here...", height=200)
+
+if st.button("Predict Topic"):
+    if document:
+        topics, probabilities = topic_model.transform([document])
+        st.write(f"Predicted Topic: {topics[0]}")
+        st.write(f"Probabilities: {probabilities[0].tolist()}")
+    else:
+        st.write("Please enter a valid idea.")