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sophia1488 avatar sophia1488 commented on September 16, 2024 1

Hi @mridenour7,
For the melody task you mentioned, I just clone the repo and run python3 finetune.py --task=melody --name=default --ckpt='pretrain_model.ckpt', it works fine here for me.
And the state_dict of saved checkpoint has keys like 'midibert.bert.embeddings.position_ids', 'midibert.in_linear.bias', 'classifier.1.weight'.

A quick fix would be to change the following line to 'state_dict': self.model.state_dict(),

MIDI-BERT/MidiBERT/CP/finetune_trainer.py

Line 134 in 9679ab9

'state_dict': self.model.module.state_dict(),

But I suppose the state_dict of the saved checkpoint would have keys like 'module.midibert.bert***' then, and you'd have to be careful when loading the model for evaluation or your specific task.
Something like the following,

MIDI-BERT/MidiBERT/CP/eval.py

Lines 165 to 171 in 9679ab9

# remove module
#from collections import OrderedDict
#new_state_dict = OrderedDict()
#for k, v in checkpoint['state_dict'].items():
# name = k[7:]
# new_state_dict[name] = v
#model.load_state_dict(new_state_dict)

Hope this helps!

from midi-bert.

mridenour7 avatar mridenour7 commented on September 16, 2024

@sophia1488 Thank you for the quick response! That fixed my error :)

from midi-bert.

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