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Description
Currently the optuna runs for findind the optimal hyper-parameters have no pruning strategies for "obviously useless" runs. The currently pruner works by:
- If the run returns a
NaNvalue, the run is pruned.
We need to prune runs based on these conditions:
- If the losses start to diverge
- If an "unscaled" version of the loss function does no improve over certain epochs (alternatively, try only one of the loss terms if that helps)
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enhancementNew feature or requestNew feature or request