├── .gitattributes ├── .github └── workflows │ └── ci.yml ├── .gitignore ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── config ├── blends │ ├── deep.yaml │ ├── total.yaml │ └── tree.yaml ├── bst_config.yaml ├── data │ └── dataset.yaml ├── ensemble.yaml ├── models │ ├── baseline.yaml │ ├── bst.yaml │ ├── catboost.yaml │ ├── fm.yaml │ ├── lightgbm.yaml │ └── xgboost.yaml ├── predict.yaml ├── predict_bst.yaml ├── store │ └── features.yaml ├── submission │ └── fm.yaml ├── train.yaml └── transformer.yaml ├── input └── toss-next-challenge │ └── .gitkeep ├── notebook └── eda_l_feat.ipynb ├── output └── .gitkeep ├── poetry.lock ├── pyproject.toml ├── res ├── data │ └── .gitkeep ├── log │ └── .gitkeep └── models │ └── .gitkeep ├── scripts ├── inference.sh └── train.sh ├── src ├── data │ ├── __init__.py │ ├── base.py │ ├── dataset.py │ ├── fm.py │ ├── loader.py │ ├── transformer.py │ └── tree.py ├── ensemble.py ├── evaluate │ └── metric.py ├── features │ ├── __init__.py │ ├── bst_features.py │ ├── build.py │ ├── denoise.py │ ├── encoder.py │ ├── sequence.py │ ├── sparse.py │ ├── tcn_encoder.py │ └── time.py ├── layers │ ├── __init__.py │ ├── attention.py │ ├── interaction.py │ ├── mlp.py │ └── tcn.py ├── models │ ├── __init__.py │ ├── base.py │ ├── baseline.py │ ├── cv.py │ ├── fm │ │ ├── README.md │ │ ├── base.py │ │ ├── dcn │ │ │ ├── dcn.py │ │ │ ├── dcn_base.py │ │ │ └── dcn_seq.py │ │ ├── dcn_v2 │ │ │ ├── dcn_v2.py │ │ │ ├── dcn_v2_base.py │ │ │ └── dcn_v2_seq.py │ │ ├── deepfm │ │ │ ├── deepfm.py │ │ │ ├── deepfm_base.py │ │ │ └── deepfm_seq.py │ │ ├── ffm │ │ │ ├── ffm.py │ │ │ ├── ffm_base.py │ │ │ └── ffm_seq.py │ │ ├── fibinet │ │ │ └── fibinet.py │ │ ├── fm │ │ │ ├── fm.py │ │ │ ├── fm_base.py │ │ │ └── fm_seq.py │ │ ├── lr │ │ │ └── lr.py │ │ └── xdeepfm │ │ │ ├── xdeepfm.py │ │ │ ├── xdeepfm_base.py │ │ │ └── xdeepfm_seq.py │ ├── transformer.py │ └── tree.py ├── predict_boosting.py ├── predict_fm.py ├── predict_transformer.py ├── preprocessor.py ├── train_boosting.py ├── train_fm.py ├── train_tcn_encoder.py ├── train_transformer.py └── utils │ ├── __init__.py │ ├── caching.py │ ├── config.py │ ├── device.py │ ├── logger.py │ ├── loss.py │ ├── metric.py │ ├── optim.py │ ├── parse_args.py │ ├── plot.py │ ├── scheduler.py │ ├── seq_embedding.py │ ├── streaming_processor.py │ ├── submission.py │ └── utils.py └── tests ├── conftest.py ├── test_ensemble.py ├── test_train_boosting.py └── test_train_fm.py /.gitattributes: -------------------------------------------------------------------------------- 1 | *.ipynb -linguist-detectable 2 | -------------------------------------------------------------------------------- /.github/workflows/ci.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ds-wook/toss-next-challenge-solution/HEAD/.github/workflows/ci.yml -------------------------------------------------------------------------------- /.gitignore: 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