Add --reset_learning_rate option to lstmtraining #3470
Merged
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When the
--reset_learning_rate
option is specified, it resets the learning rate stored in each layer of the network loaded with--continue_from
to the value specified by the--learning_rate
option.If checkpoint is available, it does nothing.
background:
Currently, the
-learning_rate
option specified when finetuning with thelstmtraining --continue_from ...
command is ignored. Instead, the learning rate stored in the pretrained model will be used. You can check its value with the combine_tessdata -l command.The learning rate stored in the pretrained model is different for each language, and the behavior of finetuning is also different.
So, if the user has experience in machine learning, it is useful in some situations to be able to manually override the learning rate.