├── LICENSE ├── README.md ├── chapter2 ├── .dockerignore ├── 00_mlp.py ├── 01_mlp_batch.py ├── 02_mlp_hold_out.py ├── 03_mlp_kfold.py ├── 04_mlp_stratified_kfold.py ├── Dockerfile ├── README.md ├── requirements.txt └── setup.sh ├── chapter3 ├── .dockerignore ├── Dockerfile ├── README.md ├── out │ ├── runall_2021-12-04_14-45-58 │ │ ├── config5 │ │ │ ├── out.csv │ │ │ ├── out_clip.csv │ │ │ ├── report.json │ │ │ └── stdout.txt │ │ ├── config6 │ │ │ ├── out_clip.csv │ │ │ ├── report.json │ │ │ └── stdout.txt │ │ ├── config7-1 │ │ │ ├── out_clip.csv │ │ │ ├── report.json │ │ │ └── stdout.txt │ │ ├── config7-3 │ │ │ ├── out_clip.csv │ │ │ ├── report.json │ │ │ └── stdout.txt │ │ └── config8-1 │ │ │ ├── out_clip.csv │ │ │ ├── report.json │ │ │ └── stdout.txt │ └── runall_2023-03-03_00-45-09 │ │ ├── config8-2 │ │ ├── out_clip.csv │ │ ├── report.json │ │ └── stdout.txt │ │ └── config9-1 │ │ ├── out_clip.csv │ │ ├── report.json │ │ └── stdout.txt ├── pyproject.toml ├── requirements.txt ├── run.sh ├── run_all.py └── train.py ├── chapter4 ├── .dockerignore ├── .gitignore ├── 01_baseline_off-the-shelf_gem.py ├── 02_baseline_benchmark.py ├── 03_baseline_random.py ├── 04_download_gldv2micro.sh ├── 05_class_imbalance.py ├── 06_split_train_val_dataset.py ├── 07_gldv2_arcface_finetuning.py ├── 08_extract_local_features.py ├── 09_ransac_matching_local_features.py ├── 10_reranking_with_matching.py ├── 11_reranking_with_dba.py ├── 12_kaggle_gld21_benchmark_training.py ├── 13_kaggle_gld21_inference.py ├── Dockerfile ├── README.md ├── gldv2dataset.py ├── model.py ├── out │ └── .gitkeep └── requirements.txt ├── chapter5 ├── .dockerignore ├── Dockerfile ├── README.md ├── common │ ├── constants.py │ └── utils.py ├── experiments │ ├── 000_gbm_match.py │ ├── 001_gbm_length.py │ ├── 002_gbm_edit_distance.py │ ├── 003_gbm_calibration.py │ ├── 004_gbm_wmd.py │ ├── 005_gbm_fwd.py │ ├── 006_gbm_decomposition.py │ ├── 007_gbm_magic.py │ ├── 008_gbm_graph.py │ ├── 009_gbm_graph_lr-3e-2.py │ ├── 100_rnn_baseline.py │ ├── 101_rnn_graph_features.py │ ├── 102_rnn_full_features.py │ ├── 200_bert_baseline.py │ ├── 201_bert_full_features.py │ ├── 202_bert_full_features_amp.py │ ├── 203_bert_similar_length_batch.py │ ├── 204_bert_concat_last4cls.py │ ├── 205_bert_avg_max_pooling.py │ ├── 206_bert_hybrid.py │ ├── 300_gbm_stacking.py │ ├── 301_roberta_full_features.py │ ├── 302_deberta_full_features.py │ ├── 303_gbm_stacking_2.py │ ├── 400_bert_full_features_trainer.py │ ├── gbm_common.py │ ├── rnn_common.py │ ├── transformer_common.py │ └── utils.py ├── features │ ├── decomposition.py │ ├── edit_distance.py │ ├── graph.py │ ├── length.py │ ├── magic.py │ ├── match.py │ ├── oof.py │ └── word_vector.py ├── pyproject.toml ├── requirements.txt ├── run.sh ├── setup.sh └── texts │ ├── embeddings2bin.py │ ├── preprocessing.py │ └── rnn_inputs.py ├── errata.md └── references.md /LICENSE: -------------------------------------------------------------------------------- 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