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python.py

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+!pip install -q gradio joblib
+
+import gradio as gr
+import joblib
+
+# Load model
+model = joblib.load("dbs.jl")
+
+# Prediction function
+def predict_dbs(x):
+    pred = model.predict([[x]])
+    pred = pred[0][0]
+    return pred   # extract single value
+
+# Gradio interface
+demo = gr.Interface(
+    fn=predict_dbs,
+    inputs=gr.Number(label="Input value"),
+    outputs=gr.Number(label="Prediction"),
+    title="DBS Prediction App"
+)
+
+demo.launch()

requirement.txt

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+gradio
+groq
+gunicorn
+flask
+pytz
+pysqlite3
+scikit-learn
+joblib