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  • #788

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Created Jul 21, 2022 by Elizaveta Lutsenko@LizLutsenkoOwner0 of 6 tasks completed0/6 tasks

Tuner refactoring

Created by: valer1435

Now tuner uses metrics that not compatible with composer metrics. Also it has a monolith structure.

What should be done:

  • Union metrics for composer and tuner
  • Make tuner more flexible using decomposition
  • Implement self._objective as separate module
  • Refactor view of model parameters. Now they become too complicated to store them into dict

UPD (from @gkirgizov) Additional subtasks:

  • HyperOpt.get_metric_value seems to duplicate logic of PipelineObjectiveEvaluate that's concerned with how to validate the model -- so it's better to use it instead.
  • Abstract Tuner to arbitrary Graphs. The only place where the specifics of Pipeline are required -- is for evaluation of objective. But, I think, currently this can be encapsualted with Objective/ObjectiveEvaluate classes.

Regarding 1st and 3rd points by Valera, possibly Objective class is useful here.

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