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Fix the range definition and remove the --use-discrete-uniform option from OptunaSolverFactory #21

@HideakiImamura

Description

@HideakiImamura

Optuna v3.0 has been released, and it deprecated the old suggest APIs. We should use the stable suggest APIs.

What we should change

  • We should use suggest_float, suggest_int, and suggest_categorical here.
  • To fix above, we need to fix the range definition here. Concretely, for example, we should add FloatRange and IntRange to represent the range for suggest_float and suggest_int respectively.
  • Thanks to above fix, we can remove --use-discrete-uniform option from OptunaSolverFactory. We can also fix the kurobako here.

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