fix nn loss, fix model selecting

[v1docq]

No description provided.

[pep8speaks]

Thanks for update, @v1docq!

• In the file benchmark/benchmark_TSER.py:

Line 105:34: E231 missing whitespace after ','

• In the file examples/real_world_examples/kaggle/EEG.py:

Line 5:1: F401 'scipy' imported but unused
Line 6:1: F401 'sklearn' imported but unused

• In the file fedot_ind/api/main.py:

Line 12:1: F401 'fedot.core.pipelines.tuning.tuner_builder.TunerBuilder' imported but unused
Line 21:1: F401 'fedot_ind.core.repository.constanst_repository.FEDOT_HEAD_ENSEMBLE' imported but unused
Line 149:32: F841 local variable 'n_classes' is assigned to but never used
Line 150:44: E127 continuation line over-indented for visual indent
Line 151:44: E127 continuation line over-indented for visual indent
Line 169:79: E127 continuation line over-indented for visual indent
Line 397:54: F541 f-string is missing placeholders

• In the file fedot_ind/core/ensemble/random_automl_forest.py:

Line 8:1: F401 'sklearn.model_selection.StratifiedKFold' imported but unused
Line 8:1: F401 'sklearn.model_selection.StratifiedGroupKFold' imported but unused
Line 8:1: F401 'sklearn.model_selection.train_test_split' imported but unused
Line 10:1: F401 'fedot_ind.core.repository.constanst_repository.FEDOT_ENSEMBLE_ASSUMPTIONS' imported but unused
Line 89:55: W503 line break before binary operator
Line 90:9: E265 block comment should start with '# '
Line 90:121: E501 line too long (126 > 120 characters)

• In the file fedot_ind/core/models/base_extractor.py:

Line 16:1: F403 'from fedot_ind.core.metrics.metrics_implementation import ' used; unable to detect undefined names
Line 16:1: F401 'fedot_ind.core.metrics.metrics_implementation.' imported but unused

• In the file fedot_ind/core/operation/interfaces/industrial_preprocessing_strategy.py:

Line 46:121: E501 line too long (121 > 120 characters)

• In the file fedot_ind/core/operation/transformation/basis/eigen_basis.py:

Line 125:9: E704 multiple statements on one line (def)
Line 128:9: E704 multiple statements on one line (def)
Line 132:9: E704 multiple statements on one line (def)
Line 137:9: E704 multiple statements on one line (def)

• In the file fedot_ind/core/repository/constanst_repository.py:

Line 23:1: F403 'from fedot_ind.core.models.topological.topofeatures import ' used; unable to detect undefined names
Line 23:1: F401 'fedot_ind.core.models.topological.topofeatures.' imported but unused

• In the file fedot_ind/core/repository/industrial_implementations/abstract.py:

Line 4:1: F401 'fedot.core.data.merge.data_merger.DataMerger' imported but unused
Line 15:1: F401 'typing.Tuple' imported but unused
Line 15:1: F401 'typing.Sequence' imported but unused
Line 15:1: F401 'typing.Dict' imported but unused
Line 16:1: F401 'golem.core.optimisers.timer.Timer' imported but unused
Line 18:1: F401 'fedot.core.pipelines.node.PipelineNode' imported but unused

• In the file fedot_ind/core/repository/initializer_industrial_models.py:

Line 78:9: F841 local variable 'MutationStrengthEnum' is assigned to but never used

• In the file fedot_ind/core/repository/model_repository.py:

Line 14:1: F403 'from fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations import *' used; unable to detect undefined names
Line 19:5: E116 unexpected indentation (comment)
Line 69:36: F405 'PCAImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 70:41: F405 'FastICAImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 71:46: F405 'PolyFeaturesImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 127:20: F405 'ScalingImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 128:26: F405 'NormalizationImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 130:30: F405 'ImputationImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations
Line 132:23: F405 'KernelPCAImplementation' may be undefined, or defined from star imports: fedot.core.operations.evaluation.operation_implementations.data_operations.sklearn_transformations

• In the file fedot_ind/core/tuning/search_space.py:

Line 82:9: E123 closing bracket does not match indentation of opening bracket's line
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Comment last updated at 2024-03-04 15:03:43 UTC

[codecov]

Codecov Report

Attention: Patch coverage is 43.05556% with 41 lines in your changes are missing coverage. Please review.

Project coverage is 56.19%. Comparing base (a473df9) to head (e4de150).
Report is 1 commits behind head on main.

Files	Patch %	Lines
fedot_ind/api/main.py	30.55%	25 Missing ⚠️
...t_ind/core/models/nn/network_impl/base_nn_model.py	11.11%	8 Missing ⚠️
fedot_ind/core/ensemble/random_automl_forest.py	0.00%	5 Missing ⚠️
...core/operation/transformation/basis/eigen_basis.py	50.00%	2 Missing ⚠️
...on/interfaces/industrial_preprocessing_strategy.py	50.00%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #123      +/-   ##
==========================================
- Coverage   56.28%   56.19%   -0.09%     
==========================================
  Files         102      102              
  Lines        9004     9018      +14     
==========================================
  Hits         5068     5068              
- Misses       3936     3950      +14     

Flag	Coverage Δ
unittests	56.19% <43.05%> (-0.09%)	⬇️

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[technocreep]

видимо этот _ = 1 было написано для отладки?