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Transfer Learning - GoogLeNet - Training Times || Loss not converging || Pytorch

Hi Community and thanks in advance for the help. I am working on transfer learning - specifically GoogLeNet model with the Food101 Dataset. Code is below. I think everything is in order from data ...
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training loss decreases but training accuracy is also decreasing with epochs

I am working on the classification problem where by I am having a hinge loss function + other loss terms to optimize for which the input is the output from tanh layer at the end. But I can't reveal ...