How to properly reduce the size of a tensorflow savedmodel?

I have a tensorflow pre-trained model in a checkpoint form, and I intended to deploy the model for serving by converting the model into the savedmodel form. The size of the saved model is kind of too large. (The "variables.data-00000-of-0001" file in the savedmodel is more than hundred of MBs.) I googled how to reduce the size of variables, but I could not find a good answer. Could you help me understand how to reduce the size of variables in a tensorflow savedmodel? It will be great to show a simple example. Thanks!

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