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--use-pos-weight in Optuna appears misleading #87

@jeffreyHoelzel

Description

@jeffreyHoelzel

train_ffnn_optuna_cli.py defines --use-pos-weight, but the trial runner computes or uses positive weight regardless of that flag.

Impact:

  • Users may think positive weighting is optional in Optuna when it is effectively always active unless code is changed.

Planning direction:

  • Either honor the flag or remove it.
  • Log whether class weighting is active for every trial.

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