Refactor PymfeExtractor interface

[MorrisNein]

Changes:

• 75

• 76

• 77

• split DatasetData implementations for time series and tabular data
• introduce DatasetMetaFeatures class as inheritor of pd.DataFrame
• remove redundant parameters from FeaturePreprocessor
• minor typing & naming improvements

[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/dataset/__init__.py:

Line 1:1: F401 '.dataset_base.DatasetBase' imported but unused Line 1:1: F401 '.dataset_base.DatasetData' imported but unused Line 1:1: F401 '.dataset_base.DatasetIDType' imported but unused Line 1:1: F401 '.dataset_base.TabularData' imported but unused Line 1:1: F401 '.dataset_base.TimeSeriesData' imported but unused Line 2:1: F401 '.custom_dataset.CustomDataset' imported but unused Line 2:1: F401 '.custom_dataset.DataNotFoundError' imported but unused Line 3:1: F401 '.openml_dataset.OpenMLDataset' imported but unused Line 3:1: F401 '.openml_dataset.OpenMLDatasetIDType' imported but unused Line 4:1: F401 '.time_series_dataset.TimeSeriesDataset' imported but unused

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

Line 1:1: F401 'meta_automl.data_preparation.file_system.file_system.PathType' imported but unused Line 1:1: F401 'meta_automl.data_preparation.file_system.file_system.get_project_root' imported but unused Line 1:1: F401 'meta_automl.data_preparation.file_system.file_system.get_data_dir' imported but unused Line 2:1: F401 'meta_automl.data_preparation.file_system.cache.CacheOperator' imported but unused Line 2:1: F401 'meta_automl.data_preparation.file_system.cache.get_cache_dir' imported but unused Line 2:1: F401 'meta_automl.data_preparation.file_system.cache.get_dataset_cache_path' imported but unused Line 2:1: F401 'meta_automl.data_preparation.file_system.cache.get_dataset_cache_path_by_id' imported but unused Line 2:1: F401 'meta_automl.data_preparation.file_system.cache.update_openml_cache_dir' imported but unused

• In the file meta_automl/data_preparation/meta_features_extractors/time_series/time_series_meta_features_extractor.py:

Line 4:1: F401 'pandas as pd' imported but unused

Comment last updated at 2023-12-12 18:24:44 UTC

[codecov[bot]]

Codecov Report

Attention: 46 lines in your changes are missing coverage. Please review.

Comparison is base (bffab03) 29.33% compared to head (2d61733) 28.42%.

:exclamation: Current head 2d61733 differs from pull request most recent head e25ccdd. Consider uploading reports for the commit e25ccdd to get more accurate results

Files	Patch %	Lines
...ion/feature_preprocessors/feature_preprocessors.py	11.11%	24 Missing :warning:
..._preparation/surrogate_dataset/dataset_generate.py	0.00%	7 Missing :warning:
...ta_automl/data_preparation/dataset/dataset_base.py	76.19%	5 Missing :warning:
...ration/meta_features_extractors/pymfe_extractor.py	88.88%	5 Missing :warning:
...meta_algorithm/model_advisors/surrogate_advisor.py	0.00%	3 Missing :warning:
.../meta_features_extractors/dataset_meta_features.py	91.66%	1 Missing :warning:
...rity_assessors/model_based_similarity_assessors.py	0.00%	1 Missing :warning:

Additional details and impacted files

```diff @@ Coverage Diff @@ ## main #83 +/- ## ========================================== - Coverage 29.33% 28.42% -0.91% ========================================== Files 53 54 +1 Lines 2359 2318 -41 ========================================== - Hits 692 659 -33 + Misses 1667 1659 -8 ```

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