yujunjun/autogen
1
0
Fork 0
mirror of https://github.com/microsoft/autogen.git synced 2026-01-08 05:01:59 +00:00
Code Issues Packages Projects Releases Wiki Activity
autogen/flaml/default/all/binary.json
Xueqing Liu ca35fa969f
refactoring TransformersEstimator to support default and custom_hp (#511) 
* refactoring TransformersEstimator to support default and custom_hp

* handling starting_points not in search space

* addressing starting point more than max_iter

* fixing upper < lower bug
2022-04-28 14:06:29 -04:00

946 lines
22 KiB
JSON
Raw Blame History

{
"version": "1.0.2",
"meta_feature_names": [
"NumberOfInstances","NumberOfFeatures","NumberOfClasses","PercentageOfNumericFeatures"
],
"portfolio": [
{
"class": "lgbm",
"hyperparameters": {
"n_estimators": 2541,
"num_leaves": 1667,
"min_child_samples": 29,
"learning_rate": 0.0016660662914022302,
"log_max_bin": 8,
"colsample_bytree": 0.5157078343718623,
"reg_alpha": 0.045792841240713165,
"reg_lambda": 0.0012362651138125363,
"FLAML_sample_size": 436899
}
},
{
"class": "lgbm",
"hyperparameters": {
"n_estimators": 141,
"num_leaves": 139,
"min_child_samples": 8,
"learning_rate": 0.04824748268727149,
"log_max_bin": 9,
"colsample_bytree": 0.5261441571042451,
"reg_alpha": 0.002896920833899335,
"reg_lambda": 0.024463247502165594
}
},
{
"class": "lgbm",
"hyperparameters": {
"n_estimators": 31204,
"num_leaves": 4,
"min_child_samples": 3,
"learning_rate": 0.009033979476164342,
"log_max_bin": 10,
"colsample_bytree": 0.5393339924944204,
"reg_alpha": 15.800090067239827,
"reg_lambda": 34.82471227276953
}
},
{
"class": "lgbm",
"hyperparameters": {
"n_estimators": 362,
"num_leaves": 1208,
"min_child_samples": 8,
"learning_rate": 0.02070742242160566,
"log_max_bin": 4,
"colsample_bytree": 0.37915528071680865,
"reg_alpha": 0.002982599447751338,
"reg_lambda": 1.136605174453919,
"FLAML_sample_size": 337147
}
},
{
"class": "lgbm",
"hyperparameters": {}
},
{
"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": 7902,
"max_leaves": 49,
"min_child_weight": 0.038063497848955595,
"learning_rate": 0.0009765625,
"subsample": 0.9357800695141445,
"colsample_bylevel": 0.47031312177249246,
"colsample_bytree": 0.9053386579586192,
"reg_alpha": 1.5286102593845932,
"reg_lambda": 18.96811296717419
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 13499,
"max_leaves": 60,
"min_child_weight": 0.008494221584011285,
"learning_rate": 0.006955765856675575,
"subsample": 0.5965241023754743,
"colsample_bylevel": 0.590641168068946,
"colsample_bytree": 1.0,
"reg_alpha": 0.2522240954379289,
"reg_lambda": 5.351809144038808
}
},
{
"class": "xgboost",
"hyperparameters": {
"n_estimators": 591,
"max_leaves": 16651,
"min_child_weight": 0.03356567864689129,
"learning_rate": 0.002595066436678338,
"subsample": 0.9114132805513452,
"colsample_bylevel": 0.9503441844594458,
"colsample_bytree": 0.5703338448066768,
"reg_alpha": 0.010405212349127894,
"reg_lambda": 0.05352660657433639
}
},
{
"class": "xgb_limitdepth",
"hyperparameters": {
"n_estimators": 877,
"max_depth": 11,
"min_child_weight": 0.6205465771093738,
"learning_rate": 0.013622118381700795,
"subsample": 0.566692814245426,
"colsample_bylevel": 0.8865741642101924,
"colsample_bytree": 1.0,
"reg_alpha": 0.01386336444764391,
"reg_lambda": 3.113947886074155
}
},
{
"class": "xgb_limitdepth",
"hyperparameters": {
"n_estimators": 5457,
"max_depth": 6,
"min_child_weight": 0.19978269031877885,
"learning_rate": 0.003906732665632749,
"subsample": 0.8207785234496902,
"colsample_bylevel": 0.8438751931476698,
"colsample_bytree": 0.42202862997585794,
"reg_alpha": 0.017372558844968737,
"reg_lambda": 0.03977802121721031
}
},
{
"class": "xgb_limitdepth",
"hyperparameters": {
"n_estimators": 3526,
"max_depth": 13,
"min_child_weight": 0.0994486725676356,
"learning_rate": 0.0009765625,
"subsample": 0.46123759274652554,
"colsample_bylevel": 1.0,
"colsample_bytree": 0.4498813776397717,
"reg_alpha": 0.002599398546499414,
"reg_lambda": 0.028336396854402753
}
},
{
"class": "xgb_limitdepth",
"hyperparameters": {}
},
{
"class": "rf",
"hyperparameters": {
"n_estimators": 501,
"max_features": 0.24484242524861066,
"max_leaves": 1156,
"criterion": "entropy"
}
},
{
"class": "rf",
"hyperparameters": {
"n_estimators": 356,
"max_features": 0.1,
"max_leaves": 102,
"criterion": "gini"
}
},
{
"class": "rf",
"hyperparameters": {
"n_estimators": 1000,
"max_features": 0.1779692423238241,
"max_leaves": 7499,
"criterion": "gini"
}
},
{
"class": "rf",
"hyperparameters": {}
},
{
"class": "extra_tree",
"hyperparameters": {
"n_estimators": 1080,
"max_features": 1.0,
"max_leaves": 590,
"criterion": "entropy"
}
},
{
"class": "extra_tree",
"hyperparameters": {
"n_estimators": 2047,
"max_features": 0.46132798093546956,
"max_leaves": 12856,
"criterion": "gini"
}
},
{
"class": "extra_tree",
"hyperparameters": {
"n_estimators": 408,
"max_features": 0.3629795757973625,
"max_leaves": 81,
"criterion": "entropy"
}
},
{
"class": "extra_tree",
"hyperparameters": {
"n_estimators": 553,
"max_features": 0.9592132391435095,
"max_leaves": 1127,
"criterion": "entropy"
}
},
{
"class": "extra_tree",
"hyperparameters": {}
}
],
"preprocessing": {
"center": [
18000.0,
28.0,
2.0,
0.7565217391304347
],
"scale": [
42124.0,
130.0,
1.0,
0.5714285714285715
]
},
"neighbors": [
{
"features": [
1.196467571930491,
1.0923076923076922,
0.0,
0.4260869565217391
],
"choice": [
5,
18,
19,
4,
8,
3,
9,
7,
10,
6,
21,
2,
20,
17,
13,
16,
15,
1,
14,
12,
0,
11
]
},
{
"features": [
11.096856898680088,
-0.16153846153846155,
0.0,
-0.5739130434782609
],
"choice": [
0,
5,
7,
9,
11,
8,
1,
18,
15,
12,
3,
2,
10,
20,
4,
6,
13,
17,
14,
19,
16,
21
]
},
{
"features": [
8.658152122305575,
0.38461538461538464,
0.0,
-0.7405797101449274
],
"choice": [
7,
9,
2,
5,
10,
1,
0,
3,
12,
4,
6,
11,
8,
18,
15,
13,
20,
16,
17,
21,
14,
19
]
},
{
"features": [
0.27281359794891274,
-0.14615384615384616,
0.0,
-1.3239130434782607
],
"choice": [
8,
11,
0,
5,
1,
15,
13,
16,
10,
9,
20,
7,
17,
12,
4,
3,
21,
18,
6,
14,
19,
2
]
},
{
"features": [
-0.4125676573924604,
-0.1076923076923077,
0.0,
-0.5739130434782609
],
"choice": [
19,
15,
11,
17,
8,
14,
13,
16,
3,
18,
21,
6,
9,
10,
20,
5,
7,
1,
0,
12,
2,
4
]
},
{
"features": [
0.6409647706770487,
1.5538461538461539,
0.0,
0.0
],
"choice": [
2,
14,
10,
19,
6,
0,
1,
4,
11,
3,
5,
17,
9,
13,
12,
20,
7,
15,
18,
8,
16,
21
]
},
{
"features": [
2.3515573069983855,
0.16923076923076924,
0.0,
0.4260869565217391
],
"choice": [
7,
9,
10,
5,
2,
0,
3,
1,
12,
4,
6,
11,
18,
8,
15,
13,
16,
21,
20,
17,
14,
19
]
},
{
"features": [
0.6162045389801538,
-0.1076923076923077,
0.0,
-0.5739130434782609
],
"choice": [
10,
12,
1,
4,
11,
6,
9,
0,
2,
5,
3,
7,
8,
13,
20,
17,
15,
14,
16,
19,
18,
21
]
},
{
"features": [
0.5386240622922799,
-0.09230769230769231,
0.0,
-0.5582880434782608
],
"choice": [
1,
0,
5,
11,
10,
9,
6,
4,
3,
20,
17,
18,
13,
15,
16,
8,
7,
2,
12,
21,
19,
14
]
},
{
"features": [
-0.41133320672300827,
-0.18461538461538463,
0.0,
0.4260869565217391
],
"choice": [
14,
9,
7,
10,
15,
13,
3,
6,
16,
5,
19,
2,
12,
18,
4,
21,
20,
0,
11,
17,
1,
8
]
},
{
"features": [
-0.31155635742094767,
12.36923076923077,
0.0,
0.3865087169129372
],
"choice": [
7,
2,
6,
10,
3,
0,
9,
20,
5,
1,
18,
11,
8,
17,
4,
13,
15,
12,
14,
16,
19,
21
]
},
{
"features": [
-0.40594435476213087,
-0.06153846153846154,
0.0,
-0.7114130434782607
],
"choice": [
9,
5,
6,
1,
0,
13,
15,
7,
19,
4,
16,
3,
10,
12,
11,
18,
14,
8,
17,
20,
21,
2
]
},
{
"features": [
0.0,
32.83076923076923,
0.0,
0.4260869565217391
],
"choice": [
20,
17,
0,
1,
18,
3,
13,
9,
10,
5,
11,
15,
2,
4,
12,
16,
14,
19,
21
]
},
{
"features": [
1.6675766783781218,
0.0,
0.0,
0.4260869565217391
],
"choice": [
7,
9,
5,
0,
1,
10,
6,
11,
4,
2,
12,
3,
8,
15,
13,
18,
16,
20,
17,
21,
14,
19
]
},
{
"features": [
-0.36356946158959264,
0.8923076923076924,
0.0,
-1.2266908212560386
],
"choice": [
8,
15,
3,
13,
16,
11,
4,
0,
20,
6,
14,
5,
1,
21,
17,
9,
10,
18,
19,
7,
12,
2
]
},
{
"features": [
-0.38225239768303104,
-0.05384615384615385,
0.0,
0.4260869565217391
],
"choice": [
16,
13,
15,
18,
17,
14,
20,
8,
10,
9,
3,
7,
19,
21,
11,
1,
5,
0,
6,
4,
2,
12
]
},
{
"features": [
-0.3590352293229513,
0.06153846153846154,
0.0,
-1.3239130434782607
],
"choice": [
7,
9,
10,
4,
5,
17,
19,
20,
12,
18,
6,
13,
16,
0,
1,
3,
15,
21,
14,
11,
8,
2
]
},
{
"features": [
0.3090399772101415,
0.6923076923076923,
0.0,
-0.003997789240972687
],
"choice": [
7,
9,
10,
1,
12,
5,
3,
4,
0,
11,
20,
8,
17,
13,
6,
15,
16,
21,
18,
2,
14,
19
]
},
{
"features": [
-0.3118649700883107,
-0.17692307692307693,
0.0,
0.4260869565217391
],
"choice": [
20,
18,
21,
17,
7,
9,
15,
13,
1,
16,
4,
12,
5,
0,
10,
14,
6,
11,
8,
3,
2,
19
]
},
{
"features": [
0.0,
32.83076923076923,
0.0,
0.4260869565217391
],
"choice": [
9,
10,
0,
5,
1,
12,
3,
4,
2,
21,
11,
16,
18,
20,
15,
8,
17,
13,
14,
19
]
},
{
"features": [
-0.3178473079479632,
-0.06153846153846154,
0.0,
0.4260869565217391
],
"choice": [
18,
17,
20,
1,
5,
21,
0,
8,
4,
3,
10,
12,
9,
13,
11,
6,
16,
15,
7,
19,
14,
2
]
}
],
"configsource": [
"lgbm/Airlines",
"lgbm/riccardo",
"lgbm/fried",
"lgbm/Dionis",
"lgbm/default",
"xgboost/fabert",
"xgboost/bng_lowbwt",
"xgboost/pol",
"xgboost/Amazon_employee_access",
"xgb_limitdepth/Jannis",
"xgb_limitdepth/adult",
"xgb_limitdepth/Amazon_employee_access",
"xgb_limitdepth/default",
"rf/Amazon_employee_access",
"rf/kc1",
"rf/Helena",
"rf/default",
"extra_tree/segment",
"extra_tree/Helena",
"extra_tree/kr-vs-kp",
"extra_tree/bank-marketing",
"extra_tree/default"
]
}
Reference in New Issue View Git Blame Copy Permalink