├── src └── tabbench │ ├── VERSION.txt │ ├── datasets │ ├── __init__.py │ └── openml │ │ ├── 6.py │ │ ├── 1049.py │ │ ├── 1050.py │ │ ├── 15.py │ │ ├── 179.py │ │ ├── 184.py │ │ ├── 3.py │ │ ├── 31.py │ │ ├── 36.py │ │ ├── 37.py │ │ ├── 44.py │ │ ├── 44980.py │ │ ├── 46.py │ │ ├── 54.py │ │ ├── 1063.py │ │ ├── 1067.py │ │ ├── 1068.py │ │ ├── 11.py │ │ ├── 12.py │ │ ├── 14.py │ │ ├── 1453.py │ │ ├── 1480.py │ │ ├── 1481.py │ │ ├── 1489.py │ │ ├── 1501.py │ │ ├── 1507.py │ │ ├── 1510.py │ │ ├── 1557.py │ │ ├── 182.py │ │ ├── 20.py │ │ ├── 22.py │ │ ├── 28.py │ │ ├── 30.py │ │ ├── 32.py │ │ ├── 40670.py │ │ ├── 40678.py │ │ ├── 40713.py │ │ ├── 40975.py │ │ ├── 40983.py │ │ ├── 41021.py │ │ ├── 41156.py │ │ ├── 42636.py │ │ ├── 44160.py │ │ ├── 44956.py │ │ ├── 44976.py │ │ ├── 44979.py │ │ ├── 44994.py │ │ ├── 45012.py │ │ ├── 45052.py │ │ ├── 45075.py │ │ ├── 46980.py │ │ ├── 50.py │ │ ├── 60.py │ │ ├── 1037.py │ │ ├── 1043.py │ │ ├── 1046.py │ │ ├── 1444.py │ │ ├── 1476.py │ │ ├── 1479.py │ │ ├── 1494.py │ │ ├── 1496.py │ │ ├── 151.py │ │ ├── 1589.py │ │ ├── 16.py │ │ ├── 185.py │ │ ├── 188.py │ │ ├── 251.py │ │ ├── 29.py │ │ ├── 301.py │ │ ├── 310.py │ │ ├── 40499.py │ │ ├── 40668.py │ │ ├── 40677.py │ │ ├── 40685.py │ │ ├── 40701.py │ │ ├── 40707.py │ │ ├── 40708.py │ │ ├── 40981.py │ │ ├── 40984.py │ │ ├── 41143.py │ │ ├── 41144.py │ │ ├── 41146.py │ │ ├── 41169.py │ │ ├── 44091.py │ │ ├── 44122.py │ │ ├── 44962.py │ │ ├── 44973.py │ │ ├── 44978.py │ │ ├── 44984.py │ │ ├── 44989.py │ │ ├── 44992.py │ │ ├── 45062.py │ │ ├── 45064.py │ │ ├── 45068.py │ │ ├── 46906.py │ │ ├── 46954.py │ │ ├── 46958.py │ │ ├── 46979.py │ │ ├── 488.py │ │ ├── 1038.py │ │ ├── 1044.py │ │ ├── 1120.py │ │ ├── 137.py │ │ ├── 1471.py │ │ ├── 1487.py │ │ ├── 1509.py │ │ ├── 1548.py │ │ ├── 1552.py │ │ ├── 18.py │ │ ├── 23.py │ │ ├── 23381.py │ │ ├── 333.py │ │ ├── 334.py │ │ ├── 335.py │ │ ├── 372.py │ │ ├── 375.py │ │ ├── 40478.py │ │ ├── 40497.py │ │ ├── 40664.py │ │ ├── 40900.py │ │ ├── 40966.py │ │ ├── 41145.py │ │ ├── 41972.py │ │ ├── 42464.py │ │ ├── 42889.py │ │ ├── 44130.py │ │ ├── 44150.py │ │ ├── 44162.py │ │ ├── 44970.py │ │ ├── 44971.py │ │ ├── 44972.py │ │ ├── 44974.py │ │ ├── 44975.py │ │ ├── 44981.py │ │ ├── 44983.py │ │ ├── 44990.py │ │ ├── 44993.py │ │ ├── 45067.py │ │ ├── 45402.py │ │ ├── 46925.py │ │ ├── 46953.py │ │ ├── 46955.py │ │ ├── 46969.py │ │ ├── 803.py │ │ ├── 1220.py │ │ ├── 1459.py │ │ ├── 1497.py │ │ ├── 40498.py │ │ ├── 40691.py │ │ ├── 40982.py │ │ ├── 41671.py │ │ ├── 43039.py │ │ ├── 44089.py │ │ ├── 44123.py │ │ ├── 44963.py │ │ ├── 458.py │ │ ├── 46356.py │ │ ├── 469.py │ │ ├── 46911.py │ │ ├── 46927.py │ │ ├── 46932.py │ │ ├── 46944.py │ │ ├── 46951.py │ │ ├── 6332.py │ │ ├── 741.py │ │ ├── 930.py │ │ ├── 1462.py │ │ ├── 1475.py │ │ ├── 1491.py │ │ ├── 1492.py │ │ ├── 1493.py │ │ ├── 181.py │ │ ├── 255.py │ │ ├── 41718.py │ │ ├── 41721.py │ │ ├── 41763.py │ │ ├── 41833.py │ │ ├── 41839.py │ │ ├── 41843.py │ │ ├── 41865.py │ │ ├── 41875.py │ │ ├── 41882.py │ │ ├── 42178.py │ │ ├── 43582.py │ │ ├── 43812.py │ │ ├── 44186.py │ │ ├── 44957.py │ │ ├── 44960.py │ │ ├── 44964.py │ │ ├── 44966.py │ │ ├── 44967.py │ │ ├── 45558.py │ │ ├── 46922.py │ │ ├── 46933.py │ │ ├── 46939.py │ │ ├── 46940.py │ │ ├── 46941.py │ │ ├── 46963.py │ │ ├── 1464.py │ │ ├── 43889.py │ │ ├── 44124.py │ │ ├── 44958.py │ │ ├── 44959.py │ │ ├── 44965.py │ │ ├── 44977.py │ │ ├── 45553.py │ │ ├── 46907.py │ │ ├── 46908.py │ │ ├── 46910.py │ │ ├── 46912.py │ │ ├── 46924.py │ │ ├── 46931.py │ │ ├── 46947.py │ │ ├── 46956.py │ │ ├── 40994.py │ │ ├── 41705.py │ │ ├── 44987.py │ │ ├── 45040.py │ │ ├── 4538.py │ │ ├── 45547.py │ │ ├── 46441.py │ │ ├── 46597.py │ │ ├── 46904.py │ │ ├── 46905.py │ │ ├── 46962.py │ │ ├── 41027.py │ │ ├── 43672.py │ │ ├── 43895.py │ │ ├── 46916.py │ │ ├── 46920.py │ │ ├── 46937.py │ │ ├── 46938.py │ │ ├── 46950.py │ │ ├── 40646.py │ │ ├── 43892.py │ │ ├── 45578.py │ │ ├── 46929.py │ │ ├── 46930.py │ │ ├── 46917.py │ │ ├── 46919.py │ │ ├── 46960.py │ │ ├── 44969.py │ │ ├── 40649.py │ │ ├── 44489.py │ │ ├── 46935.py │ │ ├── 44528.py │ │ ├── 45536.py │ │ ├── 45537.py │ │ ├── 45538.py │ │ ├── 45539.py │ │ ├── 45540.py │ │ └── __init__.py │ ├── __init__.py │ └── workflow │ └── use_cases.py ├── assets ├── cover.png ├── workflow.png └── experimental_evaluation.png ├── CHANGELOG.md ├── experiments ├── README.md ├── run_bench.py ├── run_on_new_dataset.py └── cache │ ├── openml-23381 │ ├── fold_0 │ │ └── 1_stratified-shuffle-split │ │ │ └── splits.json │ ├── fold_1 │ │ └── 1_stratified-shuffle-split │ │ │ └── splits.json │ ├── fold_2 │ │ └── 1_stratified-shuffle-split │ │ │ └── splits.json │ ├── fold_3 │ │ └── 1_stratified-shuffle-split │ │ │ └── splits.json │ └── fold_4 │ │ └── 1_stratified-shuffle-split │ │ └── splits.json │ └── openml-1063 │ ├── fold_0 │ └── 1_stratified-shuffle-split │ │ └── splits.json │ ├── fold_1 │ └── 1_stratified-shuffle-split │ │ └── splits.json │ ├── fold_2 │ └── 1_stratified-shuffle-split │ │ └── splits.json │ └── fold_3 │ └── 1_stratified-shuffle-split │ └── splits.json ├── pyproject.toml ├── .gitignore └── CODE_OF_CONDUCT.md /src/tabbench/VERSION.txt: -------------------------------------------------------------------------------- 1 | 0.0.1 -------------------------------------------------------------------------------- /assets/cover.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Neuralk-AI/TabBench/HEAD/assets/cover.png -------------------------------------------------------------------------------- /assets/workflow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Neuralk-AI/TabBench/HEAD/assets/workflow.png -------------------------------------------------------------------------------- /src/tabbench/datasets/__init__.py: -------------------------------------------------------------------------------- 1 | from neuralk_foundry_ce.datasets.industrial import best_buy_simple_categ 2 | -------------------------------------------------------------------------------- /assets/experimental_evaluation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Neuralk-AI/TabBench/HEAD/assets/experimental_evaluation.png -------------------------------------------------------------------------------- /src/tabbench/__init__.py: -------------------------------------------------------------------------------- 1 | from pathlib import Path 2 | 3 | VERSION_PATH = Path(__file__).resolve().parent / "VERSION.txt" 4 | __version__ = VERSION_PATH.read_text(encoding="utf-8").strip() 5 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/6.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-6" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 6 12 | openml_name = "letter" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1049.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1049" 9 | task: str = "classification" 10 | target: str = "c" 11 | openml_id: int = 1049 12 | openml_name = "pc4" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1050.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1050" 9 | task: str = "classification" 10 | target: str = "c" 11 | openml_id: int = 1050 12 | openml_name = "pc3" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/15.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-15" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 15 12 | openml_name = "breast-w" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/179.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-179" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 179 12 | openml_name = "adult" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/184.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-184" 9 | task: str = "classification" 10 | target: str = "game" 11 | openml_id: int = 184 12 | openml_name = "kropt" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/3.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-3" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 3 12 | openml_name = "kr-vs-kp" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/31.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-31" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 31 12 | openml_name = "credit-g" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/36.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-36" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 36 12 | openml_name = "segment" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/37.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-37" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 37 12 | openml_name = "diabetes" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 44 12 | openml_name = "spambase" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44980.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44980" 9 | task: str = "regression" 10 | target: str = "y" 11 | openml_id: int = 44980 12 | openml_name = "kin8nm" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 46 12 | openml_name = "splice" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/54.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-54" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 54 12 | openml_name = "vehicle" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1063.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1063" 9 | task: str = "classification" 10 | target: str = "problems" 11 | openml_id: int = 1063 12 | openml_name = "kc2" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1067.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1067" 9 | task: str = "classification" 10 | target: str = "defects" 11 | openml_id: int = 1067 12 | openml_name = "kc1" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1068.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1068" 9 | task: str = "classification" 10 | target: str = "defects" 11 | openml_id: int = 1068 12 | openml_name = "pc1" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/11.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-11" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 11 12 | openml_name = "balance-scale" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/12.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-12" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 12 12 | openml_name = "mfeat-factors" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/14.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-14" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 14 12 | openml_name = "mfeat-fourier" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1453.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1453" 9 | task: str = "classification" 10 | target: str = "def" 11 | openml_id: int = 1453 12 | openml_name = "PieChart3" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1480.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1480" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1480 12 | openml_name = "ilpd" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1481.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1481" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1481 12 | openml_name = "kr-vs-k" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1489.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1489" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1489 12 | openml_name = "phoneme" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1501.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1501" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1501 12 | openml_name = "semeion" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1507.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1507" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1507 12 | openml_name = "twonorm" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1510.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1510" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1510 12 | openml_name = "wdbc" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1557.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1557" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1557 12 | openml_name = "abalone" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/182.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-182" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 182 12 | openml_name = "satimage" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/20.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-20" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 20 12 | openml_name = "mfeat-pixel" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/22.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-22" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 22 12 | openml_name = "mfeat-zernike" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/28.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-28" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 28 12 | openml_name = "optdigits" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/30.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-30" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 30 12 | openml_name = "page-blocks" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/32.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-32" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 32 12 | openml_name = "pendigits" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40670.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40670" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40670 12 | openml_name = "dna" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40678.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40678" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40678 12 | openml_name = "led7" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40713.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40713" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40713 12 | openml_name = "dis" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40975.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40975" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40975 12 | openml_name = "car" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40983.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40983" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40983 12 | openml_name = "wilt" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41021.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41021" 9 | task: str = "regression" 10 | target: str = "RS" 11 | openml_id: int = 41021 12 | openml_name = "Moneyball" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41156.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41156" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41156 12 | openml_name = "ada" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/42636.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-42636" 9 | task: str = "classification" 10 | target: str = "y" 11 | openml_id: int = 42636 12 | openml_name = "Long" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44160.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44160" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 44160 12 | openml_name = "rl" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44956.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44956" 9 | task: str = "regression" 10 | target: str = "rings" 11 | openml_id: int = 44956 12 | openml_name = "abalone" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44976.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44976" 9 | task: str = "regression" 10 | target: str = "V22" 11 | openml_id: int = 44976 12 | openml_name = "sarcos" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44979.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44979" 9 | task: str = "regression" 10 | target: str = "price" 11 | openml_id: int = 44979 12 | openml_name = "diamonds" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44994.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44994" 9 | task: str = "regression" 10 | target: str = "Price" 11 | openml_id: int = 44994 12 | openml_name = "cars" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45012.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45012" 9 | task: str = "regression" 10 | target: str = "wage_eur" 11 | openml_id: int = 45012 12 | openml_name = "fifa" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45052.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45052" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45052 12 | openml_name = "cmc" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45075.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45075" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45075 12 | openml_name = "KDD" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46980.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46980" 9 | task: str = "classification" 10 | target: str = "LET_IS" 11 | openml_id: int = 46980 12 | openml_name = "MIC" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/50.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-50" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 50 12 | openml_name = "tic-tac-toe" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/60.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-60" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 60 12 | openml_name = "waveform-5000" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1037.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1037" 9 | task: str = "classification" 10 | target: str = "label" 11 | openml_id: int = 1037 12 | openml_name = "ada_prior" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1043.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1043" 9 | task: str = "classification" 10 | target: str = "label" 11 | openml_id: int = 1043 12 | openml_name = "ada_agnostic" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1046.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1046" 9 | task: str = "classification" 10 | target: str = "state" 11 | openml_id: int = 1046 12 | openml_name = "mozilla4" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1444.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1444" 9 | task: str = "classification" 10 | target: str = "def" 11 | openml_id: int = 1444 12 | openml_name = "PizzaCutter3" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1476.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1476" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1476 12 | openml_name = "gas-drift" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1479.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1479" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1479 12 | openml_name = "hill-valley" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1494.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1494" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1494 12 | openml_name = "qsar-biodeg" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1496.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1496" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1496 12 | openml_name = "ringnorm" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/151.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-151" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 151 12 | openml_name = "electricity" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1589.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1589" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 1589 12 | openml_name = "svmguide3" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/16.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-16" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 16 12 | openml_name = "mfeat-karhunen" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/185.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-185" 9 | task: str = "classification" 10 | target: str = "Hall_of_Fame" 11 | openml_id: int = 185 12 | openml_name = "baseball" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/188.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-188" 9 | task: str = "classification" 10 | target: str = "Utility" 11 | openml_id: int = 188 12 | openml_name = "eucalyptus" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/251.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-251" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 251 12 | openml_name = "BNG(breast-w)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/29.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-29" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 29 12 | openml_name = "credit-approval" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/301.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-301" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 301 12 | openml_name = "ozone_level" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/310.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-310" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 310 12 | openml_name = "mammography" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40499.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40499" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 40499 12 | openml_name = "texture" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40668.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40668" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40668 12 | openml_name = "connect-4" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40677.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40677" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40677 12 | openml_name = "led24" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40685.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40685" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40685 12 | openml_name = "shuttle" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40701.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40701" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40701 12 | openml_name = "churn" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40707.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40707" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40707 12 | openml_name = "allbp" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40708.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40708" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40708 12 | openml_name = "allrep" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40981.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40981" 9 | task: str = "classification" 10 | target: str = "A15" 11 | openml_id: int = 40981 12 | openml_name = "Australian" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40984.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40984" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40984 12 | openml_name = "segment" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41143.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41143" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41143 12 | openml_name = "jasmine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41144.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41144" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41144 12 | openml_name = "madeline" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41146.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41146" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41146 12 | openml_name = "sylvine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41169.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41169" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41169 12 | openml_name = "helena" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44091.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44091" 9 | task: str = "classification" 10 | target: str = "quality" 11 | openml_id: int = 44091 12 | openml_name = "wine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44122.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44122" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 44122 12 | openml_name = "pol" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44962.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44962" 9 | task: str = "regression" 10 | target: str = "area" 11 | openml_id: int = 44962 12 | openml_name = "forest_fires" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44973.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44973" 9 | task: str = "regression" 10 | target: str = "stab" 11 | openml_id: int = 44973 12 | openml_name = "grid_stability" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44978.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44978" 9 | task: str = "regression" 10 | target: str = "usr" 11 | openml_id: int = 44978 12 | openml_name = "cpu_activity" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44984.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44984" 9 | task: str = "regression" 10 | target: str = "wage" 11 | openml_id: int = 44984 12 | openml_name = "cps88wages" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44989.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44989" 9 | task: str = "regression" 10 | target: str = "price" 11 | openml_id: int = 44989 12 | openml_name = "kings_county" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44992.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44992" 9 | task: str = "regression" 10 | target: str = "FPS" 11 | openml_id: int = 44992 12 | openml_name = "fps_benchmark" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45062.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45062" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45062 12 | openml_name = "shrutime" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45064.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45064" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45064 12 | openml_name = "Insurance" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45068.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45068" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45068 12 | openml_name = "adult" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46906.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46906" 9 | task: str = "classification" 10 | target: str = "classes" 11 | openml_id: int = 46906 12 | openml_name = "anneal" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46954.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46954" 9 | task: str = "regression" 10 | target: str = "LC50" 11 | openml_id: int = 46954 12 | openml_name = "QSAR_fish_toxicity" -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46958.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46958" 9 | task: str = "classification" 10 | target: str = "SiteType" 11 | openml_id: int = 46958 12 | openml_name = "splice" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46979.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46979" 9 | task: str = "classification" 10 | target: str = "defects" 11 | openml_id: int = 46979 12 | openml_name = "jm1" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/488.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-488" 9 | task: str = "classification" 10 | target: str = "Type" 11 | openml_id: int = 488 12 | openml_name = "colleges_aaup" 13 | -------------------------------------------------------------------------------- /CHANGELOG.md: -------------------------------------------------------------------------------- 1 | # Changelog 2 | 3 | All notable changes to this project will be documented in this file. 4 | 5 | The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/) 6 | and this project adheres to [Semantic Versioning](https://semver.org/). 7 | 8 | ## [0.1.0] - 2025-07-18 9 | 10 | ### Added 11 | - Initial public release. 12 | - Initial OpenML datasets. 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1038.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1038" 9 | task: str = "classification" 10 | target: str = "label" 11 | openml_id: int = 1038 12 | openml_name = "gina_agnostic" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1044.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1044" 9 | task: str = "classification" 10 | target: str = "label" 11 | openml_id: int = 1044 12 | openml_name = "eye_movements" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1120.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1120" 9 | task: str = "classification" 10 | target: str = "class:" 11 | openml_id: int = 1120 12 | openml_name = "MagicTelescope" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/137.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-137" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 137 12 | openml_name = "BNG(tic-tac-toe)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1471.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1471" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1471 12 | openml_name = "eeg-eye-state" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1487.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1487" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1487 12 | openml_name = "ozone-level-8hr" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1509.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1509" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1509 12 | openml_name = "walking-activity" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1548.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1548" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1548 12 | openml_name = "autoUniv-au4-2500" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1552.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1552" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1552 12 | openml_name = "autoUniv-au7-1100" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/18.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-18" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 18 12 | openml_name = "mfeat-morphological" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/23.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-23" 9 | task: str = "classification" 10 | target: str = "Contraceptive_method_used" 11 | openml_id: int = 23 12 | openml_name = "cmc" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/23381.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-23381" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 23381 12 | openml_name = "dresses-sales" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/333.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-333" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 333 12 | openml_name = "monks-problems-1" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/334.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-334" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 334 12 | openml_name = "monks-problems-2" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/335.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-335" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 335 12 | openml_name = "monks-problems-3" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/372.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-372" 9 | task: str = "classification" 10 | target: str = "Actual_Time" 11 | openml_id: int = 372 12 | openml_name = "internet_usage" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/375.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-375" 9 | task: str = "classification" 10 | target: str = "speaker" 11 | openml_id: int = 375 12 | openml_name = "JapaneseVowels" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40478.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40478" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 40478 12 | openml_name = "thyroid-dis" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40497.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40497" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 40497 12 | openml_name = "thyroid-ann" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40664.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40664" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40664 12 | openml_name = "car-evaluation" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40900.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40900" 9 | task: str = "classification" 10 | target: str = "Target" 11 | openml_id: int = 40900 12 | openml_name = "Satellite" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40966.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40966" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40966 12 | openml_name = "MiceProtein" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41145.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41145" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41145 12 | openml_name = "philippine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41972.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41972" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41972 12 | openml_name = "Indian_pines" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/42464.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-42464" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 42464 12 | openml_name = "Waterstress" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/42889.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-42889" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 42889 12 | openml_name = "shill-bidding" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44130.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44130" 9 | task: str = "classification" 10 | target: str = "label" 11 | openml_id: int = 44130 12 | openml_name = "eye_movements" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44150.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44150" 9 | task: str = "classification" 10 | target: str = "lable" 11 | openml_id: int = 44150 12 | openml_name = "VulNoneVul" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44162.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44162" 9 | task: str = "classification" 10 | target: str = "is_recid" 11 | openml_id: int = 44162 12 | openml_name = "compass" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44970.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44970" 9 | task: str = "regression" 10 | target: str = "LC50" 11 | openml_id: int = 44970 12 | openml_name = "QSAR_fish_toxicity" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44971.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44971" 9 | task: str = "classification" 10 | target: str = "quality" 11 | openml_id: int = 44971 12 | openml_name = "white_wine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44972.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44972" 9 | task: str = "classification" 10 | target: str = "quality" 11 | openml_id: int = 44972 12 | openml_name = "red_wine" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44974.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44974" 9 | task: str = "regression" 10 | target: str = "utime" 11 | openml_id: int = 44974 12 | openml_name = "video_transcoding" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44975.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44975" 9 | task: str = "regression" 10 | target: str = "energy_total" 11 | openml_id: int = 44975 12 | openml_name = "wave_energy" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44981.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44981" 9 | task: str = "regression" 10 | target: str = "thetadd6" 11 | openml_id: int = 44981 12 | openml_name = "pumadyn32nh" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44983.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44983" 9 | task: str = "regression" 10 | target: str = "SALE_PRC" 11 | openml_id: int = 44983 12 | openml_name = "miami_housing" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44990.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44990" 9 | task: str = "regression" 10 | target: str = "total" 11 | openml_id: int = 44990 12 | openml_name = "brazilian_houses" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44993.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44993" 9 | task: str = "regression" 10 | target: str = "whrswk" 11 | openml_id: int = 44993 12 | openml_name = "health_insurance" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45067.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45067" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45067 12 | openml_name = "okcupid_stem" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45402.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45402" 9 | task: str = "regression" 10 | target: str = "ln_votes_pop" 11 | openml_id: int = 45402 12 | openml_name = "space_ga" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46925.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46925" 9 | task: str = "classification" 10 | target: str = "LeaveOrNot" 11 | openml_id: int = 46925 12 | openml_name = "Employee" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46953.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46953" 9 | task: str = "regression" 10 | target: str = "MEDIAN_PXC50" 11 | openml_id: int = 46953 12 | openml_name = "QSAR-TID-11" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46955.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46955" 9 | task: str = "classification" 10 | target: str = "ObjectType" 11 | openml_id: int = 46955 12 | openml_name = "SDSS17" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46969.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46969" 9 | task: str = "classification" 10 | target: str = "Malware" 11 | openml_id: int = 46969 12 | openml_name = "NATICUSdroid" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/803.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-803" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 803 12 | openml_name = "delta_ailerons" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1220.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1220" 9 | task: str = "classification" 10 | target: str = "click" 11 | openml_id: int = 1220 12 | openml_name = "Click_prediction_small" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1459.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1459" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1459 12 | openml_name = "artificial-characters" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1497.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1497" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1497 12 | openml_name = "wall-robot-navigation" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40498.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40698" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 40498 12 | openml_name = "wine-quality-white" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40691.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40691" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40691 12 | openml_name = "wine-quality-red" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40982.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40982" 9 | task: str = "classification" 10 | target: str = "target" 11 | openml_id: int = 40982 12 | openml_name = "steel-plates-fault" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41671.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41671" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41671 12 | openml_name = "microaggregation2" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43039.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43039" 9 | task: str = "classification" 10 | target: str = "Action" 11 | openml_id: int = 43039 12 | openml_name = "internet-firewall" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44089.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44089" 9 | task: str = "classification" 10 | target: str = "SeriousDlqin2yrs" 11 | openml_id: int = 44089 12 | openml_name = "credit" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44123.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44123" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 44123 12 | openml_name = "house_16H" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44963.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44963" 9 | task: str = "regression" 10 | target: str = "RMSD" 11 | openml_id: int = 44963 12 | openml_name = "physiochemical_protein" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/458.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-458" 9 | task: str = "classification" 10 | target: str = "Author" 11 | openml_id: int = 458 12 | openml_name = "analcatdata_authorship" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46356.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46356" 9 | task: str = "classification" 10 | target: str = "target" 11 | openml_id: int = 46356 12 | openml_name = "GermanCreditData" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/469.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-469" 9 | task: str = "classification" 10 | target: str = "Prevention" 11 | openml_id: int = 469 12 | openml_name = "analcatdata_dmft" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46911.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46911" 9 | task: str = "classification" 10 | target: str = "churn" 11 | openml_id: int = 46911 12 | openml_name = "Bank_Customer_Churn" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46927.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46927" 9 | task: str = "classification" 10 | target: str = "attended" 11 | openml_id: int = 46927 12 | openml_name = "Fitness_Club" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46932.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46932" 9 | task: str = "classification" 10 | target: str = "RiskPerformance" 11 | openml_id: int = 46932 12 | openml_name = "heloc" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46944.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46944" 9 | task: str = "classification" 10 | target: str = "price_range" 11 | openml_id: int = 46944 12 | openml_name = "Mobile_Price" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46951.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46951" 9 | task: str = "classification" 10 | target: str = "SeedType" 11 | openml_id: int = 46951 12 | openml_name = "Pumpkin_Seeds" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/6332.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-6332" 9 | task: str = "classification" 10 | target: str = "band_type" 11 | openml_id: int = 6332 12 | openml_name = "cylinder-bands" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/741.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-741" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 741 12 | openml_name = "rmftsa_sleepdata" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/930.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-930" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 930 12 | openml_name = "colleges_usnews" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1462.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1462" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1462 12 | openml_name = "banknote-authentication" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1475.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1475" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1475 12 | openml_name = "first-order-theorem-proving" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1491.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1491" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1491 12 | openml_name = "one-hundred-plants-margin" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1492.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1492" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1492 12 | openml_name = "one-hundred-plants-shape" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1493.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1493" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1493 12 | openml_name = "one-hundred-plants-texture" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/181.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-181" 9 | task: str = "classification" 10 | target: str = "class_protein_localization" 11 | openml_id: int = 181 12 | openml_name = "yeast" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/255.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-255" 9 | task: str = "classification" 10 | target: str = "Contraceptive_method_used" 11 | openml_id: int = 255 12 | openml_name = "BNG(cmc)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41718.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41718" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41718 12 | openml_name = "FOREX_audjpy-hour-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41721.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41721" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41721 12 | openml_name = "FOREX_audcad-day-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41763.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41763" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41763 12 | openml_name = "FOREX_audcad-hour-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41833.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41833" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41833 12 | openml_name = "FOREX_cadjpy-hour-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41839.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41839" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41839 12 | openml_name = "FOREX_cadjpy-day-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41843.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41843" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41843 12 | openml_name = "FOREX_audusd-hour-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41865.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41865" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41865 12 | openml_name = "FOREX_audsgd-hour-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41875.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41875" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41875 12 | openml_name = "FOREX_audchf-day-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41882.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41882" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 41882 12 | openml_name = "FOREX_audjpy-day-High" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/42178.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-42178" 9 | task: str = "classification" 10 | target: str = "Churn" 11 | openml_id: int = 42178 12 | openml_name = "telco-customer-churn" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43582.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43582" 9 | task: str = "classification" 10 | target: str = "Outcome" 11 | openml_id: int = 43582 12 | openml_name = "Pima-Indians-Diabetes" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43812.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43812" 9 | task: str = "classification" 10 | target: str = "Target" 11 | openml_id: int = 43812 12 | openml_name = "Performance-Prediction" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44186.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44186" 9 | task: str = "classification" 10 | target: str = "UPSELLING" 11 | openml_id: int = 44186 12 | openml_name = "KDDCup09_upselling" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44957.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44957" 9 | task: str = "regression" 10 | target: str = "sound_pressure" 11 | openml_id: int = 44957 12 | openml_name = "airfoil_self_noise" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44960.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44960" 9 | task: str = "regression" 10 | target: str = "heating_load" 11 | openml_id: int = 44960 12 | openml_name = "energy_efficiency" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44964.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44964" 9 | task: str = "regression" 10 | target: str = "critical_temp" 11 | openml_id: int = 44964 12 | openml_name = "superconductivity" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44966.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44966" 9 | task: str = "classification" 10 | target: str = "c_class_flares" 11 | openml_id: int = 44966 12 | openml_name = "solar_flare" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44967.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44967" 9 | task: str = "classification" 10 | target: str = "G3" 11 | openml_id: int = 44967 12 | openml_name = "student_performance_por" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45558.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45558" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45558 12 | openml_name = "Pulsar-Dataset-HTRU2" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46922.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46922" 9 | task: str = "classification" 10 | target: str = "EarlyReadmission" 11 | openml_id: int = 46922 12 | openml_name = "Diabetes130US" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46933.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46933" 9 | task: str = "classification" 10 | target: str = "CompoundActivity" 11 | openml_id: int = 46933 12 | openml_name = "hiva_agnostic" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46939.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46939" 9 | task: str = "classification" 10 | target: str = "appetency" 11 | openml_id: int = 46939 12 | openml_name = "kddcup09_appetency" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46940.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46940" 9 | task: str = "classification" 10 | target: str = "Response" 11 | openml_id: int = 46940 12 | openml_name = "Marketing_Campaign" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46941.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46941" 9 | task: str = "classification" 10 | target: str = "RiskLevel" 11 | openml_id: int = 46941 12 | openml_name = "maternal_health_risk" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46963.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46963" 9 | task: str = "classification" 10 | target: str = "WebsiteType" 11 | openml_id: int = 46963 12 | openml_name = "website_phishing" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/1464.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-1464" 9 | task: str = "classification" 10 | target: str = "Class" 11 | openml_id: int = 1464 12 | openml_name = "blood-transfusion-service-center" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43889.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43889" 9 | task: str = "classification" 10 | target: str = "ugpagt3" 11 | openml_id: int = 43889 12 | openml_name = "law-school-admission-bianry" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44124.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44124" 9 | task: str = "classification" 10 | target: str = "binaryClass" 11 | openml_id: int = 44124 12 | openml_name = "kdd_ipums_la_97-small" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44958.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44958" 9 | task: str = "regression" 10 | target: str = "verification.time" 11 | openml_id: int = 44958 12 | openml_name = "auction_verification" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44959.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44959" 9 | task: str = "regression" 10 | target: str = "strength" 11 | openml_id: int = 44959 12 | openml_name = "concrete_compressive_strength" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44965.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44965" 9 | task: str = "regression" 10 | target: str = "latitude" 11 | openml_id: int = 44965 12 | openml_name = "geographical_origin_of_music" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44977.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44977" 9 | task: str = "regression" 10 | target: str = "medianHouseValue" 11 | openml_id: int = 44977 12 | openml_name = "california_housing" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45553.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45553" 9 | task: str = "classification" 10 | target: str = "RiskPerformance" 11 | openml_id: int = 45553 12 | openml_name = "FICO-HELOC-cleaned" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46907.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46907" 9 | task: str = "regression" 10 | target: str = "price" 11 | openml_id: int = 46907 12 | openml_name = "Another-Dataset-on-used-Fiat-500" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46908.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46908" 9 | task: str = "classification" 10 | target: str = "AirPressureSystemFailure" 11 | openml_id: int = 46908 12 | openml_name = "APSFailure" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46910.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46910" 9 | task: str = "classification" 10 | target: str = "SubscribeTermDeposit" 11 | openml_id: int = 46910 12 | openml_name = "bank-marketing" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46912.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46912" 9 | task: str = "classification" 10 | target: str = "MoleculeElicitsResponse" 11 | openml_id: int = 46912 12 | openml_name = "Bioresponse" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46924.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46924" 9 | task: str = "classification" 10 | target: str = "ArrivedLate" 11 | openml_id: int = 46924 12 | openml_name = "E-CommereShippingData" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46931.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46931" 9 | task: str = "regression" 10 | target: str = "charges" 11 | openml_id: int = 46931 12 | openml_name = "healthcare_insurance_expenses" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46947.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46947" 9 | task: str = "classification" 10 | target: str = "Revenue" 11 | openml_id: int = 46947 12 | openml_name = "online_shoppers_intention" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46956.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46956" 9 | task: str = "classification" 10 | target: str = "HighEnergySeismicBump" 11 | openml_id: int = 46956 12 | openml_name = "seismic-bumps" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40994.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40994" 9 | task: str = "classification" 10 | target: str = "outcome" 11 | openml_id: int = 40994 12 | openml_name = "climate-model-simulation-crashes" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41705.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41705" 9 | task: str = "classification" 10 | target: str = "algorithm" 11 | openml_id: int = 41705 12 | openml_name = "ASP-POTASSCO-classification" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44987.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44987" 9 | task: str = "regression" 10 | target: str = "counts_for_sons_current_occupation" 11 | openml_id: int = 44987 12 | openml_name = "socmob" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45040.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45040" 9 | task: str = "classification" 10 | target: str = "Diagnosis" 11 | openml_id: int = 45040 12 | openml_name = "Intersectional-Bias-Assessment" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/4538.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-4538" 9 | task: str = "classification" 10 | target: str = "Phase" 11 | openml_id: int = 4538 12 | openml_name = "GesturePhaseSegmentationProcessed" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45547.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45547" 9 | task: str = "classification" 10 | target: str = "cardio" 11 | openml_id: int = 45547 12 | openml_name = "Cardiovascular-Disease-dataset" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46441.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46441" 9 | task: str = "classification" 10 | target: str = "credit_score" 11 | openml_id: int = 46441 12 | openml_name = "Credit_Score_Classification" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46597.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46597" 9 | task: str = "classification" 10 | target: str = "NObeyesdad" 11 | openml_id: int = 46597 12 | openml_name = "Estimation_of_Obesity_Levels" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46904.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46904" 9 | task: str = "regression" 10 | target: str = "scaled-sound-pressure" 11 | openml_id: int = 46904 12 | openml_name = "airfoil_self_noise" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46905.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46905" 9 | task: str = "classification" 10 | target: str = "ResourceApproved" 11 | openml_id: int = 46905 12 | openml_name = "Amazon_employee_access" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46962.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46962" 9 | task: str = "classification" 10 | target: str = "Bankrupt" 11 | openml_id: int = 46962 12 | openml_name = "taiwanese_bankruptcy_prediction" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/41027.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-41027" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 41027 12 | openml_name = "jungle_chess_2pcs_raw_endgame_complete" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43672.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43672" 9 | task: str = "classification" 10 | target: str = "target" 11 | openml_id: int = 43672 12 | openml_name = "Heart-Disease-Dataset-(Comprehensive)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43895.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43895" 9 | task: str = "classification" 10 | target: str = "PerformanceRating" 11 | openml_id: int = 43895 12 | openml_name = "ibm-employee-performance" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46916.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46916" 9 | task: str = "classification" 10 | target: str = "MobileHomePolicy" 11 | openml_id: int = 46916 12 | openml_name = "coil2000_insurance_policies" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46920.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46920" 9 | task: str = "classification" 10 | target: str = "satisfaction" 11 | openml_id: int = 46920 12 | openml_name = "customer_satisfaction_in_airline" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46937.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46937" 9 | task: str = "classification" 10 | target: str = "AcceptCoupon" 11 | openml_id: int = 46937 12 | openml_name = "in_vehicle_coupon_recommendation" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46938.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46938" 9 | task: str = "classification" 10 | target: str = "bad_client_target" 11 | openml_id: int = 46938 12 | openml_name = "Is-this-a-good-customer" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46950.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46950" 9 | task: str = "classification" 10 | target: str = "company_bankrupt" 11 | openml_id: int = 46950 12 | openml_name = "polish_companies_bankruptcy" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40646.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40646" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40646 12 | openml_name = "GAMETES_Epistasis_2-Way_20atts_0.1H_EDM-1_1" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/43892.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-43892" 9 | task: str = "classification" 10 | target: str = "income96gt17" 11 | openml_id: int = 43892 12 | openml_name = "national-longitudinal-survey-binary" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45578.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45578" 9 | task: str = "classification" 10 | target: str = "medianHouseValue" 11 | openml_id: int = 45578 12 | openml_name = "California-Housing-Classification" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46929.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46929" 9 | task: str = "classification" 10 | target: str = "FinancialDistressNextTwoYears" 11 | openml_id: int = 46929 12 | openml_name = "GiveMeSomeCredit" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46930.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46930" 9 | task: str = "classification" 10 | target: str = "Contaminated" 11 | openml_id: int = 46930 12 | openml_name = "hazelnut-spread-contaminant-detection" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46917.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46917" 9 | task: str = "regression" 10 | target: str = "ConcreteCompressiveStrength" 11 | openml_id: int = 46917 12 | openml_name = "concrete_compressive_strength" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46919.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46919" 9 | task: str = "classification" 10 | target: str = "DefaultOnPaymentNextMonth" 11 | openml_id: int = 46919 12 | openml_name = "credit_card_clients_default" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46960.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46960" 9 | task: str = "classification" 10 | target: str = "AcademicOutcome" 11 | openml_id: int = 46960 12 | openml_name = "students_dropout_and_academic_success" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44969.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44969" 9 | task: str = "regression" 10 | target: str = "gt_compressor_decay_state_coefficient" 11 | openml_id: int = 44969 12 | openml_name = "naval_propulsion_plant" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/40649.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-40649" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 40649 12 | openml_name = "GAMETES_Heterogeneity_20atts_1600_Het_0.4_0.2_50_EDM-2_001" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44489.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44489" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 44489 12 | openml_name = "wilt_seed_1_nrows_2000_nclasses_10_ncols_100_stratify_True" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/46935.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-46935" 9 | task: str = "classification" 10 | target: str = "LookingForJobChange" 11 | openml_id: int = 46935 12 | openml_name = "HR_Analytics_Job_Change_of_Data_Scientists" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/44528.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-44528" 9 | task: str = "classification" 10 | target: str = "Delay" 11 | openml_id: int = 44528 12 | openml_name = "airlines_seed_0_nrows_2000_nclasses_10_ncols_100_stratify_True" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45536.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45536" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45536 12 | openml_name = "Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-9.0GHz(Urbinati)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45537.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45537" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45537 12 | openml_name = "Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-9.5GHz(Urbinati)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45538.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45538" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45538 12 | openml_name = "Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-10.0GHz(Urbinati)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45539.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45539" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45539 12 | openml_name = "Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-10.5GHz(Urbinati)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/45540.py: -------------------------------------------------------------------------------- 1 | from dataclasses import dataclass 2 | 3 | from neuralk_foundry_ce.datasets.base import OpenMLDataConfig 4 | 5 | 6 | @dataclass 7 | class DataConfig(OpenMLDataConfig): 8 | name: str = "openml-45540" 9 | task: str = "classification" 10 | target: str = "class" 11 | openml_id: int = 45540 12 | openml_name = "Contaminant-detection-in-packaged-cocoa-hazelnut-spread-jars-using-Microwaves-Sensing-and-Machine-Learning-11.0GHz(Urbinati)" 13 | -------------------------------------------------------------------------------- /src/tabbench/datasets/openml/__init__.py: -------------------------------------------------------------------------------- 1 | import importlib 2 | import pkgutil 3 | from neuralk_foundry_ce.datasets.industrial import best_buy_simple_categ 4 | 5 | __all__ = [] 6 | 7 | # Automatically import all submodules and add them to __all__ 8 | for loader, module_name, is_pkg in pkgutil.walk_packages(__path__, prefix=__name__ + "."): 9 | short_name = module_name.split('.')[-1] 10 | if short_name.startswith("_"): 11 | continue 12 | imported_module = importlib.import_module(module_name) 13 | __all__.append(short_name) -------------------------------------------------------------------------------- /experiments/README.md: -------------------------------------------------------------------------------- 1 | # Running the Benchmark 2 | 3 | ## Reproducibility and Caching 4 | 5 | To ensure reproducibility across different machines and environments, all workflows in Neuralk's Foundry use controlled random seeds, including at the step level. However, complete determinism may still depend on system architecture and library versions. 6 | 7 | To mitigate this, the benchmark includes a caching mechanism that stores pre-computed splits in the `cache/` directory. These cached splits are used to avoid re-generating random train-test partitions, ensuring consistent results across runs. If you intend to re-run the benchmark or share results, we strongly recommend preserving this `cache/` directory. 8 | 9 | ## Running the Full Benchmark 10 | 11 | To execute the full benchmark suite: 12 | 13 | ```bash 14 | python run_bench.py 15 | ``` 16 | 17 | This script re-runs all registered models on all benchmark datasets. Ensure that both Neuralk Foundry and TabBench are properly installed before running. 18 | 19 | ## Evaluating Existing Models on Your Data 20 | 21 | To apply the benchmarked models to your own dataset, you can use the following template: 22 | 23 | ```bash 24 | python run_on_new_dataset.py 25 | ``` 26 | 27 | This script serves as a starting point for evaluating the pre-defined models on custom data. You may need to adapt data loading and preprocessing logic to match your input format. -------------------------------------------------------------------------------- /src/tabbench/workflow/use_cases.py: -------------------------------------------------------------------------------- 1 | from collections import OrderedDict 2 | from pathlib import Path 3 | 4 | from neuralk_foundry_ce.datasets import LoadDataset 5 | from neuralk_foundry_ce.workflow.use_cases import Classification as _Classification 6 | from neuralk_foundry_ce.workflow.use_cases import Categorisation as _Categorisation 7 | 8 | 9 | class Classification(_Classification): 10 | 11 | def __init__(self, dataset_name, cache_dir=None): 12 | if isinstance(cache_dir, str): 13 | cache_dir = Path(cache_dir) 14 | super().__init__(cache_dir=cache_dir) 15 | self.steps['Dataset'] = LoadDataset(dataset=dataset_name) 16 | # Set the dataset loading as first step 17 | self.steps.move_to_end('Dataset', last=False) 18 | 19 | def run(self, fold_index=0): 20 | return self._run({'fold_index': fold_index}) 21 | 22 | def notebook_display(self, level=1): 23 | return super().notebook_display(level) 24 | 25 | 26 | 27 | class Categorisation(_Categorisation): 28 | 29 | def __init__(self, dataset_name, cache_dir=None): 30 | if isinstance(cache_dir, str): 31 | cache_dir = Path(cache_dir) 32 | super().__init__(cache_dir=cache_dir) 33 | self.steps['Dataset'] = LoadDataset(dataset=dataset_name) 34 | # Set the dataset loading as first step 35 | self.steps.move_to_end('Dataset', last=False) 36 | 37 | def run(self, fold_index=0): 38 | return self._run({'fold_index': fold_index}) 39 | 40 | def notebook_display(self, level=1): 41 | return super().notebook_display(level) 42 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [build-system] 2 | requires = ["setuptools>=61.0.0", "wheel"] 3 | build-backend = "setuptools.build_meta" 4 | 5 | [project] 6 | name = "tabbench" 7 | dynamic = ["version"] 8 | authors = [ 9 | { name = "Neuralk AI Research Team", email = "alex@neuralk-ai.com" }, 10 | { name = "Alexandre Pasquiou", email = 'alex@neuralk-ai.com'}, 11 | { name = "Alexandre Abraham", email = 'alexandre.abraham@neuralk-ai.com'}, 12 | { name = "Frosso Papanastasiou", email = 'frosso.papanastasiou@neuralk-ai.com'}, 13 | ] 14 | maintainers = [ 15 | { name = "Neuralk AI Research Team", email = "alex@neuralk-ai.com" }, 16 | ] 17 | description = "Datasets and scripts for tabular benchmark." 18 | readme = "README.md" 19 | requires-python = ">=3.9" 20 | classifiers = [ 21 | "Development Status :: 3 - Alpha", 22 | "Intended Audience :: Science/Research", 23 | "Programming Language :: Python :: 3.10", 24 | "Programming Language :: Python :: 3.11", 25 | "Programming Language :: Python :: 3.12", 26 | "License :: OSI Approved :: Apache Software License", 27 | "Operating System :: OS Independent", 28 | ] 29 | 30 | dependencies = [ 31 | "openml>=0.15.1", 32 | "neuralk_foundry_ce>=0.0.2", 33 | ] 34 | 35 | [project.urls] 36 | Homepage = "https://neuralk-ai.com" 37 | Documentation = "https://readthedocs.org" 38 | Repository = "https://github.com/Neuralk-AI/tabbench" 39 | 40 | [tool.setuptools] 41 | packages = { find = { where = ["src"] } } # If your packages are under src/ 42 | 43 | [tool.setuptools.package-dir] 44 | "" = "src" # Maps the root package namespace to the "src" directory 45 | 46 | [tool.setuptools.dynamic] 47 | # If you want to dynamically set version or dependencies from other files 48 | version = {file = "src/tabbench/VERSION.txt"} 49 | # dependencies = {file = ["requirements.txt"]} 50 | -------------------------------------------------------------------------------- /experiments/run_bench.py: -------------------------------------------------------------------------------- 1 | from pathlib import Path 2 | import json 3 | import shutil 4 | import os 5 | 6 | import tabbench 7 | import tabbench.datasets 8 | import tabbench.datasets.openml 9 | from neuralk_foundry_ce.utils.data import make_json_serializable 10 | from neuralk_foundry_ce.models.classifier import ( 11 | LightGBMClassifier, XGBoostClassifier, CatBoostClassifier, 12 | MLPClassifier, 13 | TabICLClassifier, TabPFNClassifier 14 | ) 15 | 16 | if __name__ == '__main__': 17 | from tabbench.workflow.use_cases import Classification 18 | 19 | datasets = [ 20 | 23381, 1063, 40994, 6332, 335, 333, 1510, 1480, 334, 11, 21 | 44967, 29, 40981, 15, 188, 1464, 43582, 37, 469, 458, 54, 22 | 46906, 50, 46356, 31, 46941, 741, 1444, 1494, 44966, 1453, 23 | 40966, 1552, 1068, 488, 42464, 43672, 1479, 1589, 41705, 24 | 930, 43812, 185, 46963, 1462, 1049, 43895, 23, 45052, 181, 25 | 46927, 1050, 1501, 40691, 44972, 1493, 40649, 1492, 40646, 26 | 1491, 46980, 46938, 40975, 40664, 41882, 41875, 41721, 41839, 27 | 40982, 14, 44528, 20, 44489, 46944, 22, 12, 16, 18, 1067, 28 | 46597, 46940, 40984, 36, 46930, 45539, 45538, 45537, 45536, 29 | 45540, 46951, 1548, 1487, 301, 44091, 46956, 40478, 41143, 30 | 41144, 40670, 46, 46958, 3, 40678, 40677, 1038, 46912, 31 | 40708, 40713, 40497, 40707, 46933, 41156, 1557, 46960, 42636, 32 | 1037, 1043, 44, 46925, 40983, 40498, 44971, 43892, 44160, 33 | 40701, 60, 45075, 40900, 41146, 44186, 44124, 1489, 1497, 34 | 30, 40499, 28, 44150, 41145, 46950, 1475, 42889, 182, 46962, 35 | 42178, 803, 1496, 1507, 46969, 44130, 41972, 46916, 45553, 36 | 4538, 375, 46911, 45062, 44122, 372, 1459, 46932, 46979, 37 | 1044, 32, 46924, 45040, 310, 46947, 46937, 44123, 1476, 38 | 1471, 1046, 44162, 44089, 45558, 1120, 46935, 6, 41671, 39 | 45578, 43889, 45064, 45067, 1481, 184, 46919, 46905, 137, 40 | 251, 1220, 41763, 41718, 41865, 41833, 41843, 41027, 46910, 41 | 151, 45068, 179, 46939, 255, 40685, 41169, 43039, 40668, 42 | 45547, 46922, 46908, 46955, 46441, 46920, 1509, 46929 43 | ] 44 | 45 | 46 | # Name, class, categorical_encoding, numerical_encoding 47 | models = [ 48 | ('xgboost', XGBoostClassifier, 'integer', 'none'), 49 | ('catboost', CatBoostClassifier, 'integer', 'none'), 50 | ('lightgbm', LightGBMClassifier, 'integer', 'none'), 51 | ('mlp', MLPClassifier, 'integer', 'standard'), 52 | ('tabicl', TabICLClassifier, 'none', 'none'), 53 | ('tabpfn', TabPFNClassifier, 'none', 'none'), 54 | ] 55 | script_dir = Path(__file__).resolve().parent 56 | 57 | for model_name, model_class, categorical_encoding, numerical_encoding in models: 58 | print('Model:', model_name) 59 | 60 | model_cache = script_dir / f'cache' 61 | 62 | for dataset in datasets: 63 | dataset = f'openml-{dataset}' 64 | print(f'Dataset {dataset}') 65 | 66 | try: 67 | for fold_index in range(5): 68 | fold_cache = model_cache / dataset / f'fold_{fold_index}' 69 | workflow = Classification(dataset, cache_dir=fold_cache) 70 | workflow.set_parameter('categorical_encoding', categorical_encoding) 71 | workflow.set_parameter('numerical_encoding', numerical_encoding) 72 | workflow.set_classifier(model_class()) 73 | data, metrics = workflow.run(fold_index=fold_index) 74 | print(metrics[model_class.name]['test_roc_auc']) 75 | with open(fold_cache / f'results_{model_name}.json', 'w') as f: 76 | json.dump(make_json_serializable(metrics), f) 77 | except Exception as e: 78 | print('FAILED') 79 | print(f'Error is: {e}') 80 | continue 81 | print('SUCCESS') 82 | -------------------------------------------------------------------------------- /experiments/run_on_new_dataset.py: -------------------------------------------------------------------------------- 1 | from pathlib import Path 2 | import json 3 | import shutil 4 | import os 5 | import pandas as pd 6 | import glob 7 | 8 | 9 | from sklearn.datasets import make_classification 10 | 11 | from neuralk_foundry_ce.workflow.utils import make_json_serializable 12 | from neuralk_foundry_ce.models.classifier import ( 13 | LightGBMClassifier, XGBoostClassifier, CatBoostClassifier, 14 | MLPClassifier, 15 | TabICLClassifier, TabPFNClassifier 16 | ) 17 | from neuralk_foundry_ce.utils.data import make_deduplication 18 | from neuralk_foundry_ce.datasets import get_data_config, LocalDataConfig 19 | from dataclasses import dataclass 20 | 21 | 22 | def copy_splits(source_root: Path, target_root: Path): 23 | """ 24 | Copy all `splits.json` files from source_root to target_root, 25 | preserving the relative directory structure under source_root. 26 | 27 | Parameters 28 | ---------- 29 | source_root : Path 30 | Source root directory (e.g., Path("cache_xgboost")) 31 | target_root : Path 32 | Destination root directory (e.g., Path("cache")) 33 | """ 34 | pattern = str(source_root / "*/fold_*/1_stratified-shuffle-split/splits.json") 35 | for src_path in glob.glob(pattern): 36 | src = Path(src_path) 37 | rel_path = src.relative_to(source_root) 38 | dst = target_root / rel_path 39 | dst.parent.mkdir(parents=True, exist_ok=True) 40 | shutil.copy2(src, dst) 41 | 42 | 43 | if __name__ == '__main__': 44 | from tabbench.workflow.use_cases import Classification 45 | 46 | features, target = make_classification(random_state=42) 47 | df = pd.DataFrame(features) 48 | df['target'] = target 49 | df.to_parquet('./my_dataset.parquet') 50 | 51 | @dataclass 52 | class DataConfig(LocalDataConfig): 53 | name: str='fake_classification' 54 | task: str = "classification" 55 | target: str = 'target' 56 | file_path: str = "./my_dataset.parquet" 57 | 58 | dataset = 'fake_classification' 59 | 60 | # Check that the dataset is well imported 61 | get_data_config('fake_classification').name 62 | 63 | # Name, class, categorical_encoding, numerical_encoding 64 | models = [ 65 | ('xgboost', XGBoostClassifier, 'integer', 'none'), 66 | ('catboost', CatBoostClassifier, 'integer', 'none'), 67 | ('lightgbm', LightGBMClassifier, 'integer', 'none'), 68 | ('mlp', MLPClassifier, 'integer', 'standard'), 69 | ('tabicl', TabICLClassifier, 'none', 'none'), 70 | ('tabpfn', TabPFNClassifier, 'none', 'none'), 71 | ] 72 | script_dir = Path(os.path.dirname(os.path.abspath(__file__))) 73 | 74 | reference_cache = script_dir / 'cache' 75 | 76 | for model_name, model_class, categorical_encoding, numerical_encoding in models: 77 | print('Model:', model_name) 78 | 79 | model_cache = script_dir / f'cache_{dataset}' 80 | if not model_cache.exists() and reference_cache.exists(): 81 | # Copy the cache reference for the new model 82 | shutil.copytree(reference_cache, model_cache) 83 | 84 | print(f'Dataset {dataset}') 85 | 86 | try: 87 | for fold_index in range(5): 88 | fold_cache = model_cache / dataset / f'fold_{fold_index}' 89 | workflow = Classification(dataset, cache_dir=fold_cache) 90 | workflow.set_parameter('categorical_encoding', categorical_encoding) 91 | workflow.set_parameter('numerical_encoding', numerical_encoding) 92 | workflow.set_classifier(model_class()) 93 | data, metrics = workflow.run(fold_index=fold_index) 94 | print(metrics[model_class.name]['test_roc_auc']) 95 | with open(fold_cache / 'results.json', 'w') as f: 96 | json.dump(make_json_serializable(metrics), f) 97 | except Exception as e: 98 | print('FAILED') 99 | print(f'Error is: {e}') 100 | continue 101 | 102 | if not reference_cache.exists(): 103 | # We use the generated splits to create a reference 104 | copy_splits(model_cache, reference_cache) 105 | 106 | print('SUCCESS') 107 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | experiments/cache_* 2 | 3 | # Byte-compiled / optimized / DLL files 4 | __pycache__/ 5 | *.py[cod] 6 | *$py.class 7 | 8 | # C extensions 9 | *.so 10 | 11 | # Distribution / packaging 12 | .Python 13 | build/ 14 | develop-eggs/ 15 | dist/ 16 | downloads/ 17 | eggs/ 18 | .eggs/ 19 | lib/ 20 | lib64/ 21 | parts/ 22 | sdist/ 23 | var/ 24 | wheels/ 25 | share/python-wheels/ 26 | *.egg-info/ 27 | .installed.cfg 28 | *.egg 29 | MANIFEST 30 | 31 | # PyInstaller 32 | # Usually these files are written by a python script from a template 33 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 34 | *.manifest 35 | *.spec 36 | 37 | # Installer logs 38 | pip-log.txt 39 | pip-delete-this-directory.txt 40 | 41 | # Unit test / coverage reports 42 | htmlcov/ 43 | .tox/ 44 | .nox/ 45 | .coverage 46 | .coverage.* 47 | .cache 48 | nosetests.xml 49 | coverage.xml 50 | *.cover 51 | *.py,cover 52 | .hypothesis/ 53 | .pytest_cache/ 54 | cover/ 55 | 56 | # Translations 57 | *.mo 58 | *.pot 59 | 60 | # Django stuff: 61 | *.log 62 | local_settings.py 63 | db.sqlite3 64 | db.sqlite3-journal 65 | 66 | # Flask stuff: 67 | instance/ 68 | .webassets-cache 69 | 70 | # Scrapy stuff: 71 | .scrapy 72 | 73 | # Sphinx documentation 74 | docs/_build/ 75 | 76 | # PyBuilder 77 | .pybuilder/ 78 | target/ 79 | 80 | # Jupyter Notebook 81 | .ipynb_checkpoints 82 | 83 | # IPython 84 | profile_default/ 85 | ipython_config.py 86 | 87 | # pyenv 88 | # For a library or package, you might want to ignore these files since the code is 89 | # intended to run in multiple environments; otherwise, check them in: 90 | # .python-version 91 | 92 | # pipenv 93 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 94 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 95 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 96 | # install all needed dependencies. 97 | #Pipfile.lock 98 | 99 | # UV 100 | # Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. 101 | # This is especially recommended for binary packages to ensure reproducibility, and is more 102 | # commonly ignored for libraries. 103 | #uv.lock 104 | 105 | # poetry 106 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 107 | # This is especially recommended for binary packages to ensure reproducibility, and is more 108 | # commonly ignored for libraries. 109 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 110 | #poetry.lock 111 | 112 | # pdm 113 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 114 | #pdm.lock 115 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 116 | # in version control. 117 | # https://pdm.fming.dev/latest/usage/project/#working-with-version-control 118 | .pdm.toml 119 | .pdm-python 120 | .pdm-build/ 121 | 122 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 123 | __pypackages__/ 124 | 125 | # Celery stuff 126 | celerybeat-schedule 127 | celerybeat.pid 128 | 129 | # SageMath parsed files 130 | *.sage.py 131 | 132 | # Environments 133 | .env 134 | .venv 135 | env/ 136 | venv/ 137 | ENV/ 138 | env.bak/ 139 | venv.bak/ 140 | 141 | # Spyder project settings 142 | .spyderproject 143 | .spyproject 144 | 145 | # Rope project settings 146 | .ropeproject 147 | 148 | # mkdocs documentation 149 | /site 150 | 151 | # mypy 152 | .mypy_cache/ 153 | .dmypy.json 154 | dmypy.json 155 | 156 | # Pyre type checker 157 | .pyre/ 158 | 159 | # pytype static type analyzer 160 | .pytype/ 161 | 162 | # Cython debug symbols 163 | cython_debug/ 164 | 165 | # PyCharm 166 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 167 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 168 | # and can be added to the global gitignore or merged into this file. 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/experiments/cache/openml-23381/fold_0/1_stratified-shuffle-split/splits.json: -------------------------------------------------------------------------------- 1 | [[0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 1, 0, 0, 2, 1, 2, 1, 0, 0, 0, 2, 0, 0, 0, 1, 0, 2, 0, 2, 0, 1, 0, 0, 0, 2, 2, 2, 1, 2, 0, 0, 0, 0, 1, 2, 1, 1, 2, 0, 0, 2, 1, 1, 0, 0, 1, 1, 2, 1, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 2, 0, 2, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 2, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 2, 2, 2, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 2, 1, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 2, 2, 0, 0, 2, 1, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 2, 2, 0, 0, 0, 1, 2, 2, 0, 2, 2, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 2, 1, 2, 2, 1, 2, 0, 0, 2, 0, 1, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 1, 2, 0, 2, 1, 0, 0, 0, 0, 0, 2, 0, 0, 0, 1, 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