* To nemo

* Revert change in T_curr as results conclusively prove it should be 0

* Revert cutmix change after data from run

* Final conclusion after results

* FIX bug in shake alpha beta

* Updated if is_training condition for shake drop

* Remove temp fix in row cutmic

* preprocess inside data validator

* add time debug statements

* Add fixes for categorical data

* add fit_ensemble

* add arlind fix for swa and se

* fix bug in trainer choice fit

* fix ensemble bug

* Correct bug in cleanup

* Cleanup for removing time debug statements

* ablation for adversarial

* shuffle false in dataloader

* drop last false in dataloader

* fix bug for validation set, and cutout and cutmix

* shuffle = False

* Shake Shake updates (#287)

* To test locally

* fix bug in trainer choice fit

* fix ensemble bug

* Correct bug in cleanup

* To test locally

* Cleanup for removing time debug statements

* ablation for adversarial

* shuffle false in dataloader

* drop last false in dataloader

* fix bug for validation set, and cutout and cutmix

* To test locally

* shuffle = False

* To test locally

* updates to search space

* updates to search space

* update branch with search space

* undo search space update

* fix bug in shake shake flag

* limit to shake-even

* restrict to even even

* Add even even and others for shake-drop also

* fix bug in passing alpha beta method

* restrict to only even even

* fix silly bug:

* remove imputer and ordinal encoder for categorical transformer in feature validator

* Address comments from shuhei

* fix issues with ensemble fitting post hoc

* Address comments on the PR

* Fix flake and mypy errors

* Address comments from PR #286

* fix bug in embedding

* Update autoPyTorch/api/tabular_classification.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/datasets/base_dataset.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/datasets/base_dataset.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/pipeline/components/training/trainer/base_trainer.py

Co-authored-by: nabenabe0928 <[email protected]>

* Address comments from shuhei

* adress comments from shuhei

* fix flake and mypy

* Update autoPyTorch/pipeline/components/training/trainer/RowCutMixTrainer.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/pipeline/tabular_classification.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/pipeline/components/setup/network_backbone/utils.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/pipeline/components/setup/network_backbone/utils.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/pipeline/components/setup/network_backbone/utils.py

Co-authored-by: nabenabe0928 <[email protected]>

* Apply suggestions from code review

Co-authored-by: nabenabe0928 <[email protected]>

* increase threads_per_worker

* fix bug in rowcutmix

* Enhancement for the tabular validator. (#291)

* Initial try at an enhancement for the tabular validator

* Adding a few type annotations

* Fixing bugs in implementation

* Adding wrongly deleted code part during rebase

* Fix bug in _get_args

* Fix bug in _get_args

* Addressing Shuhei's comments

* Address Shuhei's comments

* Refactoring code

* Refactoring code

* Typos fix and additional comments

* Replace nan in categoricals with simple imputer

* Remove unused function

* add comment

* Update autoPyTorch/data/tabular_feature_validator.py

Co-authored-by: nabenabe0928 <[email protected]>

* Update autoPyTorch/data/tabular_feature_validator.py

Co-authored-by: nabenabe0928 <[email protected]>

* Adding unit test for only nall columns in the tabular feature categorical evaluator

* fix bug in remove all nan columns

* Bug fix for making tests run by arlind

* fix flake errors in feature validator

* made typing code uniform

* Apply suggestions from code review

Co-authored-by: nabenabe0928 <[email protected]>

* address comments from shuhei

* address comments from shuhei (2)

Co-authored-by: Ravin Kohli <[email protected]>
Co-authored-by: Ravin Kohli <[email protected]>
Co-authored-by: nabenabe0928 <[email protected]>

* Apply suggestions from code review

Co-authored-by: nabenabe0928 <[email protected]>

* resolve code issues with new versions

* Address comments from shuhei

* make run_traditional_ml function

* implement suggestion from shuhei and fix bug in rowcutmixtrainer

* fix return type docstring

* add better documentation and fix bug in shake_drop_get_bl

* Apply suggestions from code review

Co-authored-by: nabenabe0928 <[email protected]>

* add test for comparator and other improvements based on PR comments

* fix bug in test

* [fix] Fix the condition in the raising error of all_nan_columns

* [refactor] Unite name conventions of numpy array and pandas dataframe

* [doc] Add the description about the tabular feature transformation

* [doc] Add the description of the tabular feature transformation

* address comments from arlind

* address comments from arlind

* change to as_tensor and address comments from arlind

* correct description for functions in data module

Co-authored-by: nabenabe0928 <[email protected]>
Co-authored-by: Arlind Kadra <[email protected]>
Co-authored-by: nabenabe0928 <[email protected]>

Add indent.

Co-authored-by: Ravin Kohli <[email protected]>

Add indent.

Co-authored-by: Ravin Kohli <[email protected]>

Add indentation.

Co-authored-by: Ravin Kohli <[email protected]>

Add line indentation.

Co-authored-by: Ravin Kohli <[email protected]>

Validate if there is a column transformer since for sparse matrices we will not have one.

Co-authored-by: Ravin Kohli <[email protected]>

Delete uncommented line.

Co-authored-by: Ravin Kohli <[email protected]>

Updating the function documentation according to the agreed style.

Co-authored-by: Ravin Kohli <[email protected]>

Providing information on the wrong method provided for shake-shake regularization.

Co-authored-by: nabenabe0928 <[email protected]>

…ktail_fixes

…ackbone.py


Improving code readibility.

Co-authored-by: nabenabe0928 <[email protected]>

…ackbone.py


Improving consistency.

Co-authored-by: nabenabe0928 <[email protected]>