drkwint / inari Goto Github PK

Is your feature request related to a problem? Please describe.
We want to tune the hyperparameters from the values we inherited from other settings

Describe the solution you'd like
Remove hyperparameters to be arguments and/or gin configuration so we can tune them

Is your feature request related to a problem? Please describe.
We need to track metrics related to learning, convergence, and cost

Describe the solution you'd like
We already have tensorboard working, we can add more logging to that dashboard

Describe alternatives you've considered
We could log to a CSV manually

Is your feature request related to a problem? Please describe.
Trying to reduce train time from 12 hours

Describe the solution you'd like
Write simple early stopping in the search loop.

Describe alternatives you've considered
Check the distance between 2 consecutive optimisation steps

Is your feature request related to a problem? Please describe.
We need to figure out good hyperparameters for our algos and environments

Describe the solution you'd like
After #5, setup an automatic hyperparameter tuning solution. Ideally something that allows us to stop and start, as well as add hyperparameters in the future.

Describe alternatives you've considered
Manual tuning, which should compliment this approach