I know that there\'s a way to examine TF checkpoints (such as described in inspect_checkpoint.py).
However, is there a way to update certain weights in this checkpoint a
Take a look at MetaGraph saving and loading. There are a few examples there; you should be able to define the model, save the MetaGraph, then load and modify it without re-defining the variables manually.