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PINO Reweighing Schemes #618

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@vduruiss vduruiss commented Jul 1, 2025

Adding SoftAdapt / Relobralo and a PINO example

This is a simplified version of PR611 where the schemes are used without the main Trainer.

I will come back to building the PINOTrainer later on based on @dhpitt's good suggestions, once we also have sampling/resampling strategies ready.

I addressed some of the other comments made in PR611 regarding docstrings.

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This looks good to me. Thanks @vduruiss ! In future it would be good to come up with a clever way of integrating this with the Trainer, perhaps looping this into our functional trainer plans. But as-is I think this code will be helpful to others hoping to use PINO reweighting schemes.

config/wandb.py Outdated
entity: Optional[str] = None
project: Optional[str] = None
project: Optional[str] = "Burgers-Pino"
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I wouldn't change this default

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