├── LICENSE ├── README.md ├── SETTINGS.json ├── config ├── model15_pretraining_training_config.yaml ├── model15_training_config.yaml ├── model16_pretraining_training_config.yaml ├── model16_training_config.yaml ├── model17_pretraining_training_config.yaml ├── model17_training_config.yaml ├── model18_pretraining_training_config.yaml ├── model18_training_config.yaml ├── model19_pretraining_training_config.yaml ├── model19_training_config.yaml ├── model20_pretraining_training_config.yaml ├── model20_training_config.yaml ├── model21_pretraining_training_config.yaml ├── model21_training_config.yaml ├── model22_pretraining_training_config.yaml ├── model22_training_config.yaml ├── model23_pretraining_training_config.yaml ├── model23_training_config.yaml ├── model24_pretraining_training_config.yaml ├── model24_training_config.yaml ├── model25_training_config.yaml ├── model26_pretraining_training_config.yaml ├── model26_training_config.yaml ├── model27_pretraining_training_config.yaml ├── model27_training_config.yaml ├── model28_pretraining_training_config.yaml ├── model28_training_config.yaml ├── model29_pretraining_training_config.yaml ├── model29_training_config.yaml ├── model2_training_config.yaml ├── model30_pretraining_training_config.yaml ├── model30_training_config.yaml ├── model31_pretraining_training_config.yaml ├── model31_training_config.yaml ├── model32_pretraining_training_config.yaml ├── model32_training_config.yaml ├── model33_pretraining_training_config.yaml ├── model33_training_config.yaml ├── model34_pretraining_training_config.yaml ├── model34_training_config.yaml ├── model35_pretraining_training_config.yaml ├── model35_training_config.yaml ├── model36_pretraining_training_config.yaml ├── model36_training_config.yaml ├── model37_pretraining_training_config.yaml ├── model37_training_config.yaml ├── model38_pretraining_training_config.yaml ├── model38_training_config.yaml ├── model39_pretraining_training_config.yaml ├── model39_training_config.yaml ├── model40_pretraining_training_config.yaml ├── model40_training_config.yaml ├── model41_pretraining_training_config.yaml ├── model41_training_config.yaml ├── model42_pretraining_training_config.yaml ├── model42_training_config.yaml ├── model43_pretraining_training_config.yaml ├── model43_training_config.yaml ├── model44_pretraining_training_config.yaml ├── model44_training_config.yaml ├── model45_pretraining_training_config.yaml ├── model45_training_config.yaml ├── model46_pretraining_training_config.yaml ├── model46_training_config.yaml ├── model47_pretraining_training_config.yaml ├── model47_training_config.yaml ├── model48_pretraining_training_config.yaml ├── model48_training_config.yaml ├── model49_pretraining_training_config.yaml ├── model49_training_config.yaml ├── model50_pretraining_training_config.yaml ├── model50_training_config.yaml ├── model51_pretraining_training_config.yaml ├── model51_training_config.yaml ├── model52_pretraining_training_config.yaml ├── model52_training_config.yaml ├── model67_training_config.yaml ├── model68_training_config.yaml ├── model69_training_config.yaml ├── model70_training_config.yaml ├── model71_training_config.yaml ├── model75_training_config.yaml ├── model81_training_config.yaml └── model84_training_config.yaml ├── notebooks ├── find_ensemble_weights.ipynb ├── generat_train_pls.ipynb ├── generate_fb1_pls.ipynb └── weight-tuning-optuna.ipynb ├── requirements.txt ├── src ├── .DS_Store ├── __init__.py ├── adversarial_learning │ ├── __init__.py │ ├── awp.py │ └── sift.py ├── criterion │ ├── __init__.py │ ├── criterion.py │ └── score.py ├── data │ ├── __init__.py │ └── preprocessing.py ├── dataset │ ├── __init__.py │ ├── collators.py │ └── datasets.py ├── ensemble │ ├── __init__.py │ ├── get_oofs_filenames.py │ ├── merge_predictions.py │ ├── pseudolabels_ensemble.py │ └── weighted_ensembler.py ├── inference.py ├── make_model23_pretrain.py ├── make_pseudolabels_ensemble.py ├── make_rohit_pseudolabels.py ├── models │ ├── __init__.py │ ├── custom_model.py │ ├── pooling_layers.py │ └── utils.py ├── optimizer │ ├── __init__.py │ ├── optimizer.py │ └── parameters.py ├── rohit_pseudo.sh ├── scheduler │ ├── __init__.py │ └── scheduler.py ├── train.py ├── train.sh ├── train_first_step.sh ├── train_second_step.sh └── utils.py ├── src_rohit ├── __pycache__ │ ├── awp.cpython-38.pyc │ └── utils.cpython-38.pyc ├── awp.py ├── datasets │ ├── __pycache__ │ │ └── feedback_ds.cpython-38.pyc │ └── feedback_ds.py ├── models │ ├── __pycache__ │ │ └── feedback_model.cpython-38.pyc │ └── feedback_model.py ├── train.py ├── train.sh ├── train_pl.sh ├── utils.py ├── yaml │ ├── exp1.yaml │ ├── exp2.yaml │ ├── exp3.yaml │ ├── exp4.yaml │ ├── exp5.yaml │ ├── exp6_1.yaml │ ├── exp6_2.yaml │ └── exp6_final.yaml └── yaml_pl │ ├── exp1.yaml │ ├── exp10.yaml │ ├── exp2.yaml │ ├── exp3.yaml │ ├── exp4.yaml │ ├── exp5.yaml │ ├── exp6.yaml │ ├── exp7.yaml │ ├── exp8.yaml │ └── exp9.yaml └── yevhenii_directory_structure.txt 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