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--dev about deep-crf HOT 2 OPEN

aonotas avatar aonotas commented on July 2, 2024
--dev

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Comments (2)

himkt avatar himkt commented on July 2, 2024 1

As you mentioned, the help comment says dev_file is used to do early stopping.
However, current implementation does not seem to stop training loop by watching metrics on dev data.

dev_file is used to decide whether deep-crf creates a snapshot or not for each epoch, I think.

deep-crf/deepcrf/main.py

Lines 484 to 494 in ff24ecc

if prev_dev_f < dev_f:
logging.info(' [update best model on dev set!]')
dev_list = [prev_dev_f, dev_f]
dev_str = ' ' + ' => '.join(map(str, dev_list))
logging.info(dev_str)
prev_dev_f = dev_f
# Save model
model_filename = save_name + '_epoch' + str(epoch)
serializers.save_hdf5(model_filename + '.model', net)
serializers.save_hdf5(model_filename + '.state', opt)

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HalaSalameh avatar HalaSalameh commented on July 2, 2024

As you mentioned, the help comment says dev_file is used to do early stopping.
However, current implementation does not seem to stop training loop by watching metrics on dev data.

dev_file is used to decide whether deep-crf creates a snapshot or not for each epoch, I think.

deep-crf/deepcrf/main.py

Lines 484 to 494 in ff24ecc

if prev_dev_f < dev_f:
logging.info(' [update best model on dev set!]')
dev_list = [prev_dev_f, dev_f]
dev_str = ' ' + ' => '.join(map(str, dev_list))
logging.info(dev_str)
prev_dev_f = dev_f
# Save model
model_filename = save_name + '_epoch' + str(epoch)
serializers.save_hdf5(model_filename + '.model', net)
serializers.save_hdf5(model_filename + '.state', opt)

the code throws an error if there is no dev_file argument and i dont know what file i should give it so i just give it the same file as the input dataset

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