tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=3
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3
feature_infos=[0:1] [0:1] [0:1] [0:1]
tree_sizes=352 346 346 346 346 344 346 345 344 345 347 348 348 347 346 348 453 349 451 449 453 453 557 556 558 554 558 552 557 661 665 664 556 556 559 557 559 559 557 559 560 558 559 561 562 558 562 562 559 561 563 565 565 774 778 565 780 782 568 780 573 782 783 571 675 672 676 571 675 681 573 686 572 686 568 573 684 573 687 572 688 571 571 684 574 685 575 685 574 689 574 687 575 573 686 678 572 683 684 569 684 572 682 685 572 568 575 573 572 569 572 573 572 573 572 574 574 570 575 574 572 575 572 574 573 569 573 573 576 572 573 574 573 574 573 575 575 573 575 573 571 575 576 574 574 573 572 574 574 575 574 574 574 574 574 575 575 573 576 572 574 576 575 574 576 574 575 576 575 575 573 576 575 575 576 574 577 577 578 575 575 575 577 575 576 577 574 576 573 578 573 576 576 574 578 576 579 576 577 574 580 574 577 575 577 580 575 578 576 580 575 580 574 580 579 577 579 574 578 573 578 574 579 574 579 579 576 579 578 575 579 579 580 578 579 579 580 580 574 579 577 577 577 576 580 576 578 579 577 579 577 577 577 576 580 463 579 578 465 576 467 580 575 581 576 467 577 466 581 573 466 576 580 577 466 579 577 466 576 578 573 466 577 574 466 577 580 576 468 579 578 468 578 580 575 467 580 577 468 578 580 575 467 578 576 468 577 579 578 466 578 576 467 576 581 576 467 578 576 465 576 579 577 466 581 576 467 574 579 578 467 581 576 581 577 466 579 466 581 578 577 577 468 577 466 578 577 579 577 466 579 576 465 578 577 578 467 580 576 466 578 465 580 577 580 578 466 578 580 579 465 577 578 464 573 579 579 466 579 576 467 576 579 579 467 580 579 466 578 578 578 466 581 579 465 577 580 578 466 581 580 465 577 581 576 467 581 576 467 578 579 578 467 581 580 468 579 465 579 466 466 576 465 577 465 573 578 578 466 579 466 579 465 467 578 468 575 467 580 466 574 575 578 465 579 468 580 466 578 464 575 573 575 466 577 468 578 467 573 466 574 575 574 466 578 465 577 468 577 468 575 576 577 467 577 465 580 468 569 576 577 468 575 467 579 466 578 465 572 576 579 571 578 575 467 579 468 576 466 579

Tree=0
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threshold=1.0000000180025095e-35
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right_child=-2
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leaf_weight=26.419703364372253 27.915158271789551
leaf_count=106 112
internal_value=0.110203
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is_linear=0
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Tree=1
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leaf_weight=26.458970308303833 27.423311233520508
internal_value=0
shrinkage=0.1

Tree=2
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Tree=3
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Tree=4
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Tree=5
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Tree=6
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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leaf_weight=18.652292519807816 17.507739424705505

Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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leaf_weight=14.882396548986435 12.091138362884521
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Tree=16
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split_feature=0 2
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decision_type=2 2
left_child=-1 -2
right_child=1 -3
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leaf_weight=13.590539924800396 2.2053506672382346 9.6913784444332123
leaf_count=106 10 102
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Tree=17
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Tree=18
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leaf_count=106 8 104
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Tree=19
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leaf_weight=11.801039919257164 1.9512862563133238 7.6685791015625
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Tree=20
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Tree=21
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Tree=22
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decision_type=2 2 2
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Tree=23
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leaf_weight=8.1700447276234645 1.5121304392814625 2.1103176921606055 5.133149117231369
leaf_count=98 8 10 102
internal_value=0 -0.0577299 0.0912442
internal_weight=0 10.2804 6.64528
internal_count=218 108 110

Tree=24
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leaf_weight=7.6825506091117841 1.5116564929485328 2.1147748529911041 4.6682702824473381
internal_value=0 -0.0547234 0.0887064
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Tree=25
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Tree=26
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internal_value=0 -0.0495711 0.0848244
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Tree=27
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leaf_weight=6.0153852589428407 1.905601009726525 1.9860659837722776 3.626813143491745
internal_value=0 -0.051438 0.0762061
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Tree=28
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Tree=29
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threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2
left_child=2 -2 -1 -3
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leaf_weight=5.3410598412156105 0.85518603771924961 1.1425723880529401 1.9915202856063841 2.8842595517635345
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internal_weight=0 4.88202 7.33258 4.02683
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Tree=30
num_cat=0
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leaf_weight=5.0251994989812374 0.85572285205125798 1.1191583424806597 1.9931321144104002 2.6168665699660778
internal_value=0 0.0691272 -0.0440259 0.0904399
internal_weight=0 4.59175 7.01833 3.73602

Tree=31
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leaf_weight=4.7374205738306046 0.8560364395380019 1.0960888862609866 1.9944373369216917 2.3736334517598152
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Tree=32
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=39
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Tree=40
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Tree=41
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Tree=42
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Tree=43
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Tree=44
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Tree=45
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Tree=46
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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Tree=51
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Tree=52
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Tree=53
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Tree=81
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Tree=84
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Tree=89
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Tree=90
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Tree=91
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Tree=92
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Tree=95
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Tree=97
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Tree=98
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Tree=478
num_cat=0
split_gain=0.00210481 0.00735121 0.00384385
leaf_value=0.00349771776699451 0.0026976385879586536 -0.0095648304119907244 -0.005276034829033399
leaf_weight=1.893634014530108 1.8705878175969699 0.84539018943905819 0.6781666874885558
internal_value=0 -0.00147509 0.00118414
internal_weight=0 3.41719 2.5718

Tree=479
num_cat=0
split_gain=0.00310431 0.00114412 6.95354e-05
leaf_value=-0.001133439007302065 0.00087866080089858657 0.0063593861560937454 -0.0019939401539304305
leaf_weight=1.9759630073094741 0.71480134874582268 0.81535298770177178 1.7895863950252533
internal_value=0 0.0037991 -0.00154239
internal_weight=0 1.53015 3.76555

Tree=480
num_cat=0
split_gain=0.00251871 0.000933481 5.60805e-05
leaf_value=-0.0010212571046996266 0.00079061690352826757 0.0057450284933094429 -0.001794195487671094
leaf_weight=1.9738266820786521 0.71495490521192528 0.81245098216459155 1.789917416870594
internal_value=0 0.00342595 -0.00138884
internal_weight=0 1.52741 3.76374

Tree=481
num_cat=0
split_gain=0.00227947 0.000897286
leaf_value=-0.00021169864688732823 -0.0046292524455567785 0.0027141977552021458
leaf_weight=2.6809142921119928 0.88518486847169686 1.7209397807891944
internal_value=0 0.000932204
internal_weight=0 4.40185

Tree=482
num_cat=0
split_gain=0.00239384 0.000898569 8.65487e-05
leaf_value=-0.00089769115250585337 0.0007557868374757728 0.0056171290869192403 -0.001858262309246979
leaf_weight=1.9714776320615783 0.7152164392173288 0.81178478233050555 1.7893311306834221
internal_value=0 0.00334017 -0.00135472
internal_weight=0 1.527 3.76081

Tree=483
num_cat=0
split_gain=0.00229573 0.000810104
leaf_value=-0.00015189862581004195 -0.004647643969331686 0.0026287558264500854
leaf_weight=2.6787605620920658 0.88449206750374276 1.7207457928743677
internal_value=0 0.000935678
internal_weight=0 4.39951

Tree=484
num_cat=0
split_gain=0.00228138 0.000870109 0.000116668
leaf_value=-0.00079216147382561014 0.00071894920845484527 0.0055030384188298354 -0.0019077791778497229
leaf_weight=1.9694755712989718 0.71548555046319939 0.81118343639536761 1.788774736225605
internal_value=0 0.00326094 -0.00132315
internal_weight=0 1.52667 3.75825

Tree=485
num_cat=0
split_gain=0.0023352 8.00214e-05
leaf_value=0.0013037951203025563 -0.0046877062000854463 0.00043814520843320692
leaf_weight=2.569970297976397 0.88433260421152216 1.8270608261227606
internal_value=0 0.000944099
internal_weight=0 4.39703

Tree=486
num_cat=0
split_gain=0.00209493 0.000913989 8.29249e-05
leaf_value=-0.00082011476212442026 0.00052094037047530301 0.0054240060979926022 -0.0017605666357213439
leaf_weight=1.9700508515816182 0.7158689349889753 0.81081159217865206 1.7890196144580841
internal_value=0 0.00312493 -0.0012677
internal_weight=0 1.52668 3.75907

Tree=487
num_cat=0
split_gain=0.00235682 4.56658e-05
leaf_value=0.001219442465961378 -0.004711689929966744 0.00056559270910635617
leaf_weight=2.5712315475102514 0.8836415588739327 1.8272441960871217
internal_value=0 0.000947816
internal_weight=0 4.39848

Tree=488
num_cat=0
split_gain=0.0021924 0.00705851 0.00380361
leaf_value=0.0033960880533269893 0.0027543792743562993 -0.0094451793003129531 -0.0053299915874173986
leaf_weight=1.8954197596758611 1.8692990862182339 0.8433188716880976 0.67828179895877827
internal_value=0 -0.00150527 0.00109639
internal_weight=0 3.41702 2.5737

Tree=489
num_cat=0
split_gain=0.00294181 0.00109694 5.87851e-05
leaf_value=-0.001125486671444593 0.00084140179106824214 0.0062092316607499608 -0.0019167716108101016
leaf_weight=1.9759956744965166 0.71497306972742058 0.81427858569077216 1.7887597680091858
internal_value=0 0.0036996 -0.00150145
internal_weight=0 1.52925 3.76476

Tree=490
num_cat=0
split_gain=0.00238678 0.000894797 4.73993e-05
leaf_value=-0.0010140915852174797 0.00075709996492354928 0.0056088707666812716 -0.0017247741700118281
leaf_weight=1.9738739654421806 0.71511996537446954 0.81145002221455798 1.7890788838267326
internal_value=0 0.00333606 -0.00135198
internal_weight=0 1.52657 3.76295

Tree=491
num_cat=0
split_gain=0.00226266 0.0072346 0.00338098
leaf_value=0.0032664240420657918 0.0027987825938440144 -0.0095782705867567437 -0.0049628027116389098
leaf_weight=1.8977036813739694 1.8686773434164932 0.84159621596336354 0.67749743163585652
internal_value=0 -0.0015291 0.00110144
internal_weight=0 3.4168 2.5752

Tree=492
num_cat=0
split_gain=0.00292101 0.000874019 3.88373e-05
leaf_value=-0.0011892953658599801 0.0011380572709363196 0.0059331962356126353 -0.0018323476528389509
leaf_weight=1.9773063624743372 0.71410221233963944 0.81274255568860099 1.7889003753662109
internal_value=0 0.00369052 -0.00149474
internal_weight=0 1.52684 3.76621

Tree=493
num_cat=0
split_gain=0.0023697 0.000713228 3.12726e-05
leaf_value=-0.0010716558478791455 0.001023949242483897 0.0053586667381720797 -0.0016488229541783948
leaf_weight=1.9750629587797448 0.71430197730660416 0.81004271196434274 1.789204366505146
internal_value=0 0.00332744 -0.00134599
internal_weight=0 1.52434 3.76427

Tree=494
num_cat=0
split_gain=0.00244064 0.000941248
leaf_value=-0.00020843869780489454 -0.0047999111765475314 0.0027880936735028869
leaf_weight=2.6813795156776905 0.88213223731145252 1.721093111002119
internal_value=0 0.000963019
internal_weight=0 4.40247

Tree=495
num_cat=0
split_gain=0.00227437 0.000707632 5.86575e-05
leaf_value=-0.00094346900565940139 0.00096618000886392389 0.0052838831253737778 -0.0017342374412284908
leaf_weight=1.9726229924708605 0.71461121365427949 0.80962678181822412 1.7885720282793045
internal_value=0 0.00325961 -0.00131951
internal_weight=0 1.52424 3.7612

Tree=496
num_cat=0
split_gain=0.00241272 0.000841144
leaf_value=-0.00015032355866565256 -0.0047736615905415378 0.0026829558528206872
leaf_weight=2.6792026776820421 0.88165141188073892 1.7208557178091721
internal_value=0 0.000957767
internal_weight=0 4.40006

Tree=497
num_cat=0
split_gain=0.00218453 0.000703501 8.777e-05
leaf_value=-0.00083361400213031805 0.00090864789936888173 0.0052137244780999237 -0.0018012402314464744
leaf_weight=1.9705362732056528 0.71492202579975106 0.809232624276774 1.7879798635840416
internal_value=0 0.00319438 -0.00129393
internal_weight=0 1.52415 3.75852

Tree=498
num_cat=0
split_gain=0.00238088 0.000763298
leaf_value=-0.00010449133069759661 -0.0047433166321094872 0.0025949604316923575
leaf_weight=2.6773440558463335 0.88119095098227251 1.7206559520855078
internal_value=0 0.000951631
internal_weight=0 4.398

Tree=499
num_cat=0
split_gain=0.0021001 0.000700202 0.000116314
leaf_value=-0.00073908993158378457 0.00085247762289340225 0.0051474217085815746 -0.0018533347464561034
leaf_weight=1.9687444088049233 0.71523168683052041 0.80885690756258555 1.7874215990304947
internal_value=0 0.00313187 -0.00126932
internal_weight=0 1.52409 3.75617

end of trees

feature_importances:
Column_0=673
Column_2=289
Column_1=262
Column_3=195

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 500]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null