Add dataset models fitness scaler

[MorrisNein]

The class is designed to scale models performance per dataset.

TODO:

• Unit tests
• add docstrings

[pep8speaks]

Hello @MorrisNein! Thanks for updating this PR. We checked the lines you've touched for PEP 8 issues, and found:

• In the file meta_automl/data_preparation/feature_preprocessors/__init__.py:

Line 1:1: F401 '.feature_preprocessors.FeaturesPreprocessor' imported but unused

• In the file meta_automl/data_preparation/meta_features_extractors/__init__.py:

Line 1:1: F401 '.meta_features_extractor.DatasetMetaFeatures' imported but unused
Line 1:1: F401 '.meta_features_extractor.MetaFeaturesExtractor' imported but unused
Line 2:1: F401 '.openml_dataset_meta_features_extractor.OpenMLDatasetMetaFeaturesExtractor' imported but unused
Line 3:1: F401 '.pymfe_extractor.PymfeExtractor' imported but unused
Line 4:1: F401 '.time_series.time_series_meta_features_extractor.TimeSeriesFeaturesExtractor' imported but unused

• In the file meta_automl/data_preparation/model_fitness_scalers/__init__.py:

Line 1:1: F401 '.dataset_models_fitness_scaler.DatasetModelsFitnessScaler' imported but unused
Line 1:1: F401 '.dataset_models_fitness_scaler.ScalerType' imported but unused
Line 1:82: W292 no newline at end of file

• In the file meta_automl/data_preparation/pipeline_features_extractors/__init__.py:

Line 1:1: F401 '.fedot_pipeline_features_extractor.FEDOTPipelineFeaturesExtractor' imported but unused

• In the file meta_automl/data_preparation/surrogate_dataset/__init__.py:

Line 1:1: F401 '.data.GraphDataset' imported but unused
Line 1:1: F401 '.data.PairDataset' imported but unused
Line 1:1: F401 '.data.SingleDataset' imported but unused
Line 2:1: F401 '.dataset_generate.KnowledgeBaseToDataset' imported but unused
Line 2:1: F401 '.dataset_generate.dataset_from_id_without_data_loading' imported but unused
Line 2:1: F401 '.dataset_generate.dataset_from_id_with_data_loading' imported but unused

• In the file meta_automl/surrogate/encoders/__init__.py:

Line 1:1: F401 '.dataset_encoder.ColumnDatasetEncoder' imported but unused
Line 1:1: F401 '.dataset_encoder.MLPDatasetEncoder' imported but unused
Line 2:1: F401 '.models.GraphTransformer' imported but unused
Line 3:1: F401 '.simple_graph_encoder.SimpleGNNEncoder' imported but unused

• In the file meta_automl/surrogate/training/__init__.py:

Line 1:1: F401 '.train_surrogate_model.train_surrogate_model' imported but unused
Line 1:1: F401 '.train_surrogate_model.test_ranking' imported but unused
Line 2:1: F401 '.tune_surrogate_model.tune_surrogate_model' imported but unused

Comment last updated at 2023-12-18 12:30:34 UTC

[codecov]

Codecov Report

Attention: 1 lines in your changes are missing coverage. Please review.

Comparison is base (4c87fd5) 28.52% compared to head (a04c49c) 30.29%.
Report is 1 commits behind head on main.

Files	Patch %	Lines
...oml/data_preparation/surrogate_dataset/__init__.py	0.00%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main      #89      +/-   ##
==========================================
+ Coverage   28.52%   30.29%   +1.77%     
==========================================
  Files          54       56       +2     
  Lines        2324     2340      +16     
==========================================
+ Hits          663      709      +46     
+ Misses       1661     1631      -30     

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