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Have you tried @orhanf 's suggestions in the issue you linked? For my use case it seems like applying gradient clipping (setting clip-c to 1.0) solved the problem of NaNs.
After some iterations the following error is occurred:
Reloading the model using
reload=True
parameter, continue the learning process.It maybe related to this issue.
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