Init

app.py

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+import gradio as gr
+import joblib
+import re
+
+# Load the model and vectorizer
+model = joblib.load('model.joblib')
+vectorizer = joblib.load('vectorizer.joblib')
+
+# Preprocess function
+def preprocess(text):
+    text = text.lower()
+    text = re.sub(r'\W+', ' ', text)
+    return text
+
+# Prediction function
+def predict(text):
+    text = preprocess(text)
+    X = vectorizer.transform([text])
+    prediction = model.predict(X)[0]
+    return "Gibberish" if prediction == 1 else "Clean"
+
+# Create a Gradio interface
+iface = gr.Interface(fn=predict, 
+                     inputs="text", 
+                     outputs="text", 
+                     title="Gibberish Detector", 
+                     description="Enter a string to check if it's gibberish or clean.")
+
+# Launch the interface
+iface.launch()