├── JL.md ├── Notebooks ├── Exploring-True-Cardinalities.ipynb ├── ExploringQueries-Copy1.ipynb ├── ExploringQueries.ipynb ├── Query-Exploration-Runtime-Plans.ipynb └── Query-Exploration-SVD.ipynb ├── QueryLab-ErrorPerturbations-Analysis.ipynb ├── QueryLab-ErrorPerturbations-Copy3.ipynb ├── QueryLab.ipynb ├── README.md ├── ResultsExp2.ipynb ├── ResultsFig1.ipynb ├── Sample-Bitmaps-Comparison.ipynb ├── Sigmod-MinQErrs.ipynb ├── TEMPLATES.md ├── Untitled.ipynb ├── WeightDecays.ipynb ├── ablation.ipynb ├── analyze_flow_importance.ipynb ├── analyze_nn_weights.ipynb ├── bokeh_test.py ├── cardinality_estimation ├── __init__.py ├── algs.py ├── algs_old.py ├── bayesian.py ├── cardinality_sample.py ├── cost_dataset.py ├── custom_linear.py ├── data_loader.py ├── db.py ├── flow_loss.py ├── join_loss.py ├── losses.py ├── nn.py ├── nn_losses.py ├── nn_old.py ├── query.py └── query_dataset.py ├── combine_caches.py ├── create_dbs.sh ├── data_scripts ├── dmv_indices.sql ├── imdb_join_gen_indices.sql └── osm_indices.sql ├── db_utils ├── query_generator.py ├── query_generator2.py ├── query_storage.py └── utils.py ├── debug_run_all_default.sh ├── debug_run_all_diff.sh ├── docker ├── Dockerfile ├── clean.sh ├── imdb_setup.sh ├── init_db.sh ├── install.sh └── install_pg_hint.sh ├── drop_cache.sh ├── drop_cache_docker.sh ├── flow_loss_cpp ├── Makefile └── main.cc ├── gen.sh ├── get_cards.sh ├── get_runtimes.py ├── get_runtimes_docker.py ├── get_sample_bitmaps.sh ├── get_sampling_cards.sh ├── hyp_sweep.sh ├── hyp_sweep_mse.sh ├── main.py ├── migrate_sql_rep.py ├── model_complexity.ipynb ├── model_complexity_results.ipynb ├── pgm ├── cpp │ ├── Makefile │ └── main.cc └── python │ ├── __init__.py │ ├── bindings.py │ ├── pgm.py │ └── test.py ├── requirements.txt ├── requirements_rt.txt ├── restart_pg.sh ├── run.sh ├── run_ablation.sh ├── run_all.sh ├── run_all_default.sh ├── run_all_default_decays.sh ├── run_all_diff_ablation.sh ├── run_all_diff_xgb.sh ├── run_all_hyp.sh ├── run_all_nopr.sh ├── run_all_overlap.sh ├── run_beta.sh ├── run_load_model.sh ├── run_wanderjoin.sh ├── run_xgb_diff.sh ├── scripts ├── analyze_join_plans.py ├── analyze_runtimes.py ├── check_query_cardinalities.py ├── create_binned_cols.py ├── create_dynamic_db.py ├── create_sampling_tables.py ├── finalize_queries.py ├── gen_loss_training_data.py ├── gen_queries.py ├── gen_runtime_keys.py ├── get_query_binned_cards.py ├── get_query_cardinalities.py ├── parse_nn_results.py ├── parse_results.py ├── parse_training_results.py ├── parsing_utils.py ├── pickle_to_csv.py ├── priority.py ├── run_saved_models.py ├── run_saved_preds.py ├── separate_jobm.py ├── smdb_figs.py ├── test_wanderjoin.py ├── train_cost_model.py ├── update_pickle_files.py ├── update_qreps.py ├── update_query_totals.py └── wanderjoin.py ├── sigmod-exp1-lc.ipynb ├── sigmod_flow_analysis_single_subset_fig.ipynb ├── so_hyp_sweep.sh ├── so_run.sh ├── so_run2.sh ├── so_run_all_default.sh ├── so_run_all_diff.sh ├── summary_results.ipynb ├── switch_run_all_diff.sh ├── template_notes.txt ├── templates ├── Q30 │ └── q30.sql ├── all_test │ ├── 2d2.toml │ ├── 2dtitle.toml │ ├── 4.toml │ └── 7b.toml ├── all_toml7 │ ├── 7.toml │ ├── 7b.toml │ └── 7c.toml ├── all_tomls │ ├── 2.toml │ ├── 2U2.toml │ ├── 2b1.toml │ ├── 2b2.toml │ ├── 2b3.toml │ ├── 2b4.toml │ ├── 2d.toml │ ├── 2d2.toml │ ├── 2dtitle.toml │ ├── 4.toml │ ├── 5.toml │ ├── 7b.toml │ └── 8.toml ├── dmv3 │ ├── 1a.sql │ ├── 2a.sql │ ├── 2b.sql │ ├── 2c.sql │ ├── 3a.sql │ ├── 3b.sql │ ├── 4a.sql │ ├── 4b.sql │ ├── 4c.sql │ ├── 4d.sql │ ├── 5a.sql │ └── 5b.sql ├── higgs │ ├── 3a.sql │ ├── 3b.sql │ ├── 3c.sql │ ├── 3d.sql │ ├── 3e.sql │ ├── 4a.sql │ ├── 4b.sql │ ├── 4c.sql │ ├── 4d.sql │ ├── 4e.sql │ ├── 5a.sql │ ├── 5b.sql │ ├── 5c.sql │ ├── 5d.sql │ ├── 5e.sql │ ├── 6a.sql │ ├── 6b.sql │ ├── 6c.sql │ ├── 7a.sql │ └── all.sql ├── ilike_test │ └── ilike.toml ├── imdb1 │ └── imdb1.sql ├── imdb2 │ └── 2.sql ├── imdb_templates │ ├── 10a │ │ └── 10a.toml │ ├── 11a │ │ └── 11a.toml │ ├── 11b │ │ └── 11b.toml │ ├── 3b │ │ └── 3b.toml │ ├── 9a │ │ └── 9a.toml │ └── 9b │ │ └── 9b.toml ├── join-order-benchmark │ ├── 10a.sql │ ├── 10b.sql │ ├── 10c.sql │ ├── 11a.sql │ ├── 11b.sql │ ├── 11c.sql │ ├── 11d.sql │ ├── 12a.sql │ ├── 12b.sql │ ├── 12c.sql │ ├── 13a.sql │ ├── 13b.sql │ ├── 13c.sql │ ├── 13d.sql │ ├── 14a.sql │ ├── 14b.sql │ ├── 14c.sql │ ├── 15a.sql │ ├── 15b.sql │ ├── 15c.sql │ ├── 15d.sql │ ├── 16a.sql │ ├── 16b.sql │ ├── 16c.sql │ ├── 16d.sql │ ├── 17a.sql │ ├── 17b.sql │ ├── 17c.sql │ ├── 17d.sql │ ├── 17e.sql │ ├── 17f.sql │ ├── 18a.sql │ ├── 18b.sql │ ├── 18c.sql │ ├── 19a.sql │ ├── 19b.sql │ ├── 19c.sql │ ├── 19d.sql │ ├── 1a.sql │ ├── 1b.sql │ ├── 1c.sql │ ├── 1d.sql │ ├── 20a.sql │ ├── 20b.sql │ ├── 20c.sql │ ├── 21a.sql │ ├── 21b.sql │ ├── 21c.sql │ ├── 22a.sql │ ├── 22b.sql │ ├── 22c.sql │ ├── 22d.sql │ ├── 23a.sql │ ├── 23b.sql │ ├── 23c.sql │ ├── 24a.sql │ ├── 24b.sql │ ├── 25a.sql │ ├── 25b.sql │ ├── 25c.sql │ ├── 26a.sql │ ├── 26b.sql │ ├── 26c.sql │ ├── 27a.sql │ ├── 27b.sql │ ├── 27c.sql │ ├── 28a.sql │ ├── 28b.sql │ ├── 28c.sql │ ├── 29a.sql │ ├── 29b.sql │ ├── 29c.sql │ ├── 2a.sql │ ├── 2b.sql │ ├── 2c.sql │ ├── 2d.sql │ ├── 30a.sql │ ├── 30b.sql │ ├── 30c.sql │ ├── 31a.sql │ ├── 31b.sql │ ├── 31c.sql │ ├── 32a.sql │ ├── 32b.sql │ ├── 33a.sql │ ├── 33b.sql │ ├── 33c.sql │ ├── 3a.sql │ ├── 3b.sql │ ├── 3c.sql │ ├── 4a.sql │ ├── 4b.sql │ ├── 4c.sql │ ├── 5a.sql │ ├── 5b.sql │ ├── 5c.sql │ ├── 6a.sql │ ├── 6b.sql │ ├── 6c.sql │ ├── 6d.sql │ ├── 6e.sql │ ├── 6f.sql │ ├── 7a.sql │ ├── 7b.sql │ ├── 7c.sql │ ├── 8a.sql │ ├── 8b.sql │ ├── 8c.sql │ ├── 8d.sql │ ├── 9a.sql │ ├── 9b.sql │ ├── 9c.sql │ ├── 9d.sql │ └── README.md ├── myjob │ ├── 10a.sql │ ├── 10b.sql │ ├── 10c.sql │ ├── 11a.sql │ ├── 11b.sql │ ├── 11c.sql │ ├── 11d.sql │ ├── 12a.sql │ ├── 12b.sql │ ├── 12c.sql │ ├── 13a.sql │ ├── 13b.sql │ ├── 13c.sql │ ├── 13d.sql │ ├── 14a.sql │ ├── 14b.sql │ ├── 14c.sql │ ├── 15a.sql │ ├── 15b.sql │ ├── 15c.sql │ ├── 15d.sql │ ├── 16a.sql │ ├── 16b.sql │ ├── 16c.sql │ ├── 16d.sql │ ├── 17a.sql │ ├── 17b.sql │ ├── 17c.sql │ ├── 17d.sql │ ├── 17e.sql │ ├── 17f.sql │ ├── 18a.sql │ ├── 18b.sql │ ├── 18c.sql │ ├── 19a.sql │ ├── 19b.sql │ ├── 19c.sql │ ├── 19d.sql │ ├── 1a.sql │ ├── 1b.sql │ ├── 1c.sql │ ├── 1d.sql │ ├── 20a.sql │ ├── 20b.sql │ ├── 20c.sql │ ├── 21a.sql │ ├── 21b.sql │ ├── 21c.sql │ ├── 22a.sql │ ├── 22b.sql │ ├── 22c.sql │ ├── 22d.sql │ ├── 23a.sql │ ├── 23b.sql │ ├── 23c.sql │ ├── 24a.sql │ ├── 24b.sql │ ├── 25a.sql │ ├── 25b.sql │ ├── 25c.sql │ ├── 26a.sql │ ├── 26b.sql │ ├── 26c.sql │ ├── 27a.sql │ ├── 27b.sql │ ├── 27c.sql │ ├── 28a.sql │ ├── 28b.sql │ ├── 28c.sql │ ├── 2a.sql │ ├── 2b.sql │ ├── 2c.sql │ ├── 2d.sql │ ├── 30a.sql │ ├── 30b.sql │ ├── 30c.sql │ ├── 31a.sql │ ├── 31b.sql │ ├── 31c.sql │ ├── 32a.sql │ ├── 32b.sql │ ├── 33a.sql │ ├── 33b.sql │ ├── 33c.sql │ ├── 3a.sql │ ├── 3b.sql │ ├── 3c.sql │ ├── 4a.sql │ ├── 4b.sql │ ├── 4c.sql │ ├── 5a.sql │ ├── 5b.sql │ ├── 5c.sql │ ├── 6a.sql │ ├── 6b.sql │ ├── 6c.sql │ ├── 6d.sql │ ├── 6e.sql │ ├── 6f.sql │ ├── 7a.sql │ ├── 7b.sql │ ├── 7c.sql │ ├── 8a.sql │ ├── 8b.sql │ ├── 8c.sql │ ├── 8d.sql │ ├── 9a.sql │ ├── 9b.sql │ ├── 9c.sql │ └── 9d.sql ├── myjob_rt1 │ ├── 16b.sql │ ├── 16c.sql │ ├── 16d.sql │ ├── 17a.sql │ ├── 17b.sql │ ├── 17c.sql │ ├── 17d.sql │ ├── 17e.sql │ ├── 17f.sql │ ├── 18a.sql │ ├── 18c.sql │ ├── 19d.sql │ ├── 20a.sql │ ├── 25a.sql │ ├── 25c.sql │ ├── 26c.sql │ ├── 30c.sql │ ├── 6c.sql │ ├── 6d.sql │ ├── 6f.sql │ ├── 7a.sql │ ├── 7c.sql │ └── 8a.sql ├── osm │ ├── 0.sql │ ├── 1.sql │ ├── 2.sql │ └── 3.sql ├── power │ └── all.sql ├── so_templates │ ├── 1 │ │ └── 1a.toml │ ├── 2 │ │ └── 2a.toml │ ├── 11 │ │ └── 11a.toml │ ├── 12 │ │ └── 12a.toml │ ├── 13 │ │ └── 13a.toml │ ├── 14 │ │ └── 14a.toml │ ├── 15 │ │ └── 15.toml │ ├── 16 │ │ └── 16.toml │ ├── 17 │ │ └── 17.toml │ ├── 18 │ │ └── 18.toml │ └── subsql │ │ └── 17.toml ├── so_test │ └── test.toml ├── synth2 │ └── 0.sql ├── synth_templates │ ├── 0.sql │ ├── 1.sql │ └── 2.sql ├── test │ └── 2.sql ├── test2 │ └── 2.sql ├── test3 │ └── 2.sql ├── test4 │ └── title0.sql ├── test4b │ └── title0.sql ├── test4c │ └── title0.sql ├── test5 │ └── test.sql ├── test5c │ └── test.sql ├── toml-test │ └── test.toml ├── toml2 │ └── 2.toml ├── toml2U2 │ └── 2U2.toml ├── toml2U3 │ └── 2U3.toml ├── toml2b-1 │ └── 2b1.toml ├── toml2b-2 │ └── 2b2.toml ├── toml2b-3 │ └── 2b3.toml ├── toml2b-4 │ └── 2b4.toml ├── toml2b │ ├── 2.toml │ ├── 2b1.toml │ ├── 2b2.toml │ ├── 2b3.toml │ └── 2b4.toml ├── toml2c │ └── 2.toml ├── toml2d │ └── 2d.toml ├── toml2d2 │ └── 2d2.toml ├── toml2dtitle │ └── 2dtitle.toml ├── toml4 │ └── 4.toml ├── toml5 │ └── 5.toml ├── toml6 │ └── 6.toml ├── toml6U │ └── 6U.toml ├── toml7 │ └── 7.toml ├── toml7b │ └── 7b.toml ├── toml7c │ └── 7c.toml ├── toml7d │ └── 7d.toml ├── toml7e │ └── 7e.toml ├── toml8 │ └── 8.toml ├── toml9 │ └── 9.toml └── tomls │ ├── 3 │ └── 3.toml │ └── 3b │ └── 3b.toml ├── test.py ├── test.sh ├── 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