Files
FLAML/flaml/default/xgboost/multiclass.json
Jirka Borovec 2ff1035733 precommit: end-of-file-fixer (#929)
* precommit: end-of-file-fixer

* exclude .gitignore

* apply

---------

Co-authored-by: Shaokun <shaokunzhang529@gmail.com>
2023-02-28 16:27:14 +00:00

513 lines
13 KiB
JSON

{
"version": "1.0.2",
"meta_feature_names": [
"NumberOfInstances","NumberOfFeatures","NumberOfClasses","PercentageOfNumericFeatures"
],
"portfolio": [
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 392,
"max_leaves": 46,
"min_child_weight": 0.20655273911443411,
"learning_rate": 0.08039123467849849,
"subsample": 0.6482821473906787,
"colsample_bylevel": 0.5448604029329934,
"colsample_bytree": 0.4211786481671673,
"reg_alpha": 0.029040644754759502,
"reg_lambda": 4.60220206538413
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 6357,
"max_leaves": 206,
"min_child_weight": 1.9495322566288034,
"learning_rate": 0.0068766724195393905,
"subsample": 0.9451618245005704,
"colsample_bylevel": 0.9030482524943064,
"colsample_bytree": 0.9278972006416252,
"reg_alpha": 0.01857648400903689,
"reg_lambda": 6.021166480604588,
"FLAML_sample_size": 344444
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 1067,
"max_leaves": 55,
"min_child_weight": 1.578700876556201,
"learning_rate": 0.01882776721912098,
"subsample": 0.6486829588043383,
"colsample_bylevel": 1.0,
"colsample_bytree": 0.6470978147570122,
"reg_alpha": 0.2623396481373557,
"reg_lambda": 12.320026567378322
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 765,
"max_leaves": 6,
"min_child_weight": 0.001,
"learning_rate": 1.0,
"subsample": 0.9833803894285497,
"colsample_bylevel": 1.0,
"colsample_bytree": 1.0,
"reg_alpha": 0.0012553728257619922,
"reg_lambda": 0.03280542610559108
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 2866,
"max_leaves": 2954,
"min_child_weight": 0.003652484923138387,
"learning_rate": 0.006320484540131336,
"subsample": 0.45886345839532916,
"colsample_bylevel": 0.4143419565729296,
"colsample_bytree": 0.9117641224108227,
"reg_alpha": 0.2873746517375349,
"reg_lambda": 17.04964039639045
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 512,
"max_leaves": 3194,
"min_child_weight": 0.004561511536080627,
"learning_rate": 0.05288849444758447,
"subsample": 0.8653058105000044,
"colsample_bylevel": 0.8833689901424637,
"colsample_bytree": 0.9505209943737727,
"reg_alpha": 0.0037017878164852017,
"reg_lambda": 2.1872397928745113,
"FLAML_sample_size": 470620
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 335,
"max_leaves": 37,
"min_child_weight": 0.0013851539632487603,
"learning_rate": 0.2593737370075479,
"subsample": 0.9810091528571387,
"colsample_bylevel": 0.9484250613084422,
"colsample_bytree": 0.192606132199437,
"reg_alpha": 0.10585986776049093,
"reg_lambda": 0.017684465384509407
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 8315,
"max_leaves": 4,
"min_child_weight": 0.7673654415794792,
"learning_rate": 0.002432260930606481,
"subsample": 0.8476000618302348,
"colsample_bylevel": 0.8815698870579244,
"colsample_bytree": 0.7057137578225323,
"reg_alpha": 0.0016838090603716895,
"reg_lambda": 0.28815989841009226
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 319,
"max_leaves": 1312,
"min_child_weight": 0.001,
"learning_rate": 0.01872379806270421,
"subsample": 0.6890079660561895,
"colsample_bylevel": 0.7551225121854014,
"colsample_bytree": 0.7860755604500558,
"reg_alpha": 0.17028752704343114,
"reg_lambda": 1.4375743264564231
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 5739,
"max_leaves": 5,
"min_child_weight": 0.1359602026207002,
"learning_rate": 0.14496176867613397,
"subsample": 0.864897070662231,
"colsample_bylevel": 0.01,
"colsample_bytree": 0.9394057513384305,
"reg_alpha": 0.001103317921178771,
"reg_lambda": 0.1655504349283218
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 3369,
"max_leaves": 23,
"min_child_weight": 0.006136645605168392,
"learning_rate": 0.05726537983358939,
"subsample": 1.0,
"colsample_bylevel": 1.0,
"colsample_bytree": 1.0,
"reg_alpha": 0.40981311572427176,
"reg_lambda": 4.343877111132155
}
}
],
"preprocessing": {
"center": [
24668.5,
54.0,
7.0,
1.0
],
"scale": [
57198.0,
770.5,
6.0,
1.0
]
},
"neighbors": [
{
"features": [
8.710820308402392,
0.0,
0.0,
-0.8148148148148149
],
"choice": [
5,
4,
1,
8,
10,
2,
0,
6,
9,
7,
3
]
},
{
"features": [
0.6701545508584216,
0.9474367293964958,
0.5,
0.0
],
"choice": [
0,
2,
3,
6,
10,
8,
9
]
},
{
"features": [
0.5945575020105598,
-0.03504218040233614,
15.5,
0.0
],
"choice": [
0,
2,
3,
7,
8,
5,
10,
9,
6
]
},
{
"features": [
0.8862285394594217,
0.0,
-0.5,
0.0
],
"choice": [
2,
8,
0,
4,
10,
1,
9,
6,
7,
5,
3
]
},
{
"features": [
-0.2739344033008147,
9.2744970798183,
0.5,
0.0
],
"choice": [
0,
3,
6
]
},
{
"features": [
0.48133676002657433,
-0.058403634003893576,
0.0,
0.0
],
"choice": [
10,
3,
0,
5,
1,
7,
6,
2,
4,
9,
8
]
},
{
"features": [
0.4862145529563971,
0.16353017521090202,
0.5,
0.0
],
"choice": [
1,
0,
2,
3,
10,
8,
6,
5,
9,
7
]
},
{
"features": [
-0.40409629707332423,
-0.06229720960415315,
-0.5,
-1.0
],
"choice": [
3,
9,
5,
10,
1,
7,
2,
8,
4,
6,
0
]
},
{
"features": [
-0.41428896115248787,
1.0408825438027256,
0.3333333333333333,
0.0
],
"choice": [
6,
9,
0,
5,
10,
4,
8,
7,
1,
2,
3
]
},
{
"features": [
0.6317091506696039,
-0.015574302401038288,
-0.6666666666666666,
-1.0
],
"choice": [
1,
10,
4,
5,
8,
6,
2,
0,
3,
9,
7
]
},
{
"features": [
-0.2739344033008147,
2.5256327060350423,
-0.3333333333333333,
0.0
],
"choice": [
0,
2,
3,
9,
6,
10,
5,
8,
7
]
},
{
"features": [
-0.30168012867582783,
0.9682024659312135,
0.0,
0.0
],
"choice": [
8,
4,
0,
2,
10,
1,
5,
6,
9,
7,
3
]
},
{
"features": [
0.2739344033008147,
-0.06229720960415315,
-0.6666666666666666,
0.0
],
"choice": [
10,
3,
9,
1,
4,
2,
8,
5,
0,
7,
6
]
},
{
"features": [
-0.39981293052204625,
0.21025308241401688,
0.5,
0.0
],
"choice": [
0,
9,
1,
7,
5,
10,
6,
2,
4,
8,
3
]
},
{
"features": [
-0.3949351375922235,
-0.04931862426995458,
0.0,
0.0
],
"choice": [
0,
2,
1,
7,
8,
4,
5,
6,
10,
9,
3
]
},
{
"features": [
-0.41797790132522117,
-0.04672290720311486,
-0.5,
0.0
],
"choice": [
7,
4,
8,
2,
0,
5,
10,
1,
6,
9,
3
]
}
],
"configsource": [
"segment",
"Albert",
"Helena",
"car",
"house_8L",
"Covertype",
"cnae-9",
"KDDCup09_appetency",
"fabert",
"dilbert",
"jungle_chess_2pcs_raw_endgame_complete"
]
}