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This fixes the dim mismatch problem. Please take a look at the changes because I'm not sure this is the right fix.
Currently it runs up to stage 15 of run_tdnn_1a.sh but it can't go further because of this error (related to xconfigs of the top network):
It seems like it's expecting an input layer for the first layer (tdnnf1).