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Add Pruning #8

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SammyRamone opened this issue Mar 9, 2021 · 1 comment
Open

Add Pruning #8

SammyRamone opened this issue Mar 9, 2021 · 1 comment
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enhancement New feature or request

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@SammyRamone
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In cases where we do multiple repetitions or increasingly difficult ones, it would be nice to use the optuna pruning, to improve the time needed for optimization

@SammyRamone SammyRamone added the enhancement New feature or request label Mar 9, 2021
@SammyRamone
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SammyRamone commented Mar 25, 2021

After thinking about it I think, its not usable for the walking. Since the objective get increasingly difficult, the score does not improve over time. Pruning in cases where the robot fails to walk with the given velocity, we terminate early anyway.
It would maybe still make sense for Dynup where there is just the repetition of one same trial
more detaisl about it https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/003_efficient_optimization_algorithms.html#pruning-algorithms

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Labels
enhancement New feature or request
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Status: 📋 Backlog
Status: Ideas / Nice to have
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