NN model predicting same thing everytime

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I am making an Digit Classifying model with pytorch using the MNIST data set and when i train and evaluate my model I am getting 97-99% accuracy but then when I save and load the model and pass something through the model the predicted output is the same thing every time. In this case it is 5.

I tried to google it chat gpt it restart and nothing is working. I thought if I started fresh I would be able to fix the problem but unfortunately I am getting the same problem.

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