For me, the simplest way is to go to the “Files and versions” tab of a given model on the hub, and then check the size in MB/GB of the pytorch_model.bin file (or equivalently, the Flax/Tensorflow model file).
e.g. GPT-J-6B 7 is 22.5 GB, as can be seen here:

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