phenotypic.tune
===============

.. automodule:: phenotypic.tune
   :no-index:

   
   
   

   
   
   .. rubric:: Functions

   .. autosummary::
      :toctree:
      :nosignatures:
   
      build_pipeline
      infer_group_key
      compute_generalization_gap
      run_held_out
      compute_param_importance
      compute_param_importance_report
      count_free_params
      screening_warmup_floor
      select_params_to_freeze
      freeze_value
      build_reduced_space
      run_tuning
      infer_search_space
      run_auto_space
   
   

   
   
   .. rubric:: Classes

   .. autosummary::
      :toctree:
      :template: class.rst
      :nosignatures:
   
      Categorical
      IntRange
      FloatRange
      Fixed
      Knob
      SearchSpace
      StrategyConfig
      GridConfig
      RandomConfig
      OptunaConfig
      Scorer
      QCScorer
      ReferenceFreeScorer
      GroundTruthMasks
      SupervisedScorer
      CompositeScorer
      Evaluator
      EvaluationResult
      HeldOutConfig
      GeneralizationReport
      TuningEngine
      TuningSpec
      Budget
      StudyStore
      JournalStudyStore
      Trial
      ImportanceReport
      ScreeningController
      ScreeningConfig
      ScreeningResult
      TuneSpec
      InferredSearchSpace
      Excluded