Update app.py


app.py

@@ -60,35 +60,35 @@ def pre_process(x):
 
     return " ".join(x)
 
-@st.cache_resource
-def load_model():
-    model = keras.models.load_model("model_m3_new.keras")
-    with open("label_encoder_m5.pkl", 'rb') as file:
-        label_encoder = pickle.load(file)
-    return model, label_encoder
+# @st.cache_resource
+# def load_model():
+#     model = keras.models.load_model("model_m3_new.keras")
+#     with open("label_encoder_m5.pkl", 'rb') as file:
+#         label_encoder = pickle.load(file)
+#     return model, label_encoder
 
-model, label_encoder = load_model()
+# model, label_encoder = load_model()
 
-def predict_category(text):
-    cleaned_text = pre_process(text)
+# def predict_category(text):
+#     cleaned_text = pre_process(text)
 
-    vectorizer = keras.models.load_model("vec_text_m3_new.keras")
+#     vectorizer = keras.models.load_model("vec_text_m3_new.keras")
 
-    # Vectorizing the pre-processed text
-    text_vectorized = pad_sequences(vectorizer.predict(np.array([cleaned_text])).numpy(), padding='pre', maxlen=128)
+#     # Vectorizing the pre-processed text
+#     text_vectorized = pad_sequences(vectorizer.predict(np.array([cleaned_text])).numpy(), padding='pre', maxlen=128)
 
-    # Model prediction
-    prediction = model.predict(text_vectorized)
-    category_idx = np.argmax(prediction, axis=1)[0]
+#     # Model prediction
+#     prediction = model.predict(text_vectorized)
+#     category_idx = np.argmax(prediction, axis=1)[0]
 
-    return label_encoder.inverse_transform([category_idx])[0], cleaned_text
+#     return label_encoder.inverse_transform([category_idx])[0], cleaned_text
 
 # Custom CSS
 st.markdown(
     """
     <style>
         body {
-            background-image: url('https://cdn-uploads.huggingface.co/production/uploads/67441c51a784a9d15cb12871/4FFTjgkYjYUq6w-0gR15v.jpeg');
+            background-image: url('https://cdn-uploads.huggingface.co/production/uploads/675fab3a2d0851e23d23cad3/WwOWG8MBGYxHnIeM2Dowo.webp');
             background-size: cover;
             background-repeat: no-repeat;
             background-attachment: fixed;